Selected Industry Publications
Siemens AG
Technology Group
Munich, Germany
65 Publications
Munich, Germany
65 Publications
AutoPET Challenge on Fully Automated Lesion Segmentation in Oncologic PET/CT Imaging, Part 2: Domain Generalization.
Journal of Nuclear Medicine 67.3. Mar. 2026. DOI
Fine-Grained Uncertainty Decomposition in Large Language Models: A Spectral Approach.
AAAI 2026 - 40th Conference on Artificial Intelligence. Singapore, Jan 20-27, 2026. DOI
Towards Quantifying Incompatibilities in Evaluation Metrics for Feature Attributions.
XAI4Science @AAAI 2026 - 2nd Workshop XAI4Science: From Understanding Model Behavior to Discovering New Scientific Knowledge at the 40th Conference on Artificial Intelligence. Singapore, Jan 20-27, 2026. To be published. Preprint available. URL
Does Machine Unlearning Truly Remove Knowledge?
Lock-LLM @NeurIPS 2025 - Lock-LLM Workshop: Prevent Unauthorized Knowledge Use from Large Language Models at the 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL
Improving Perturbation-based Explanations by Understanding the Role of Uncertainty Calibration.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. Spotlight Presentation. URL
Deep Research Brings Deeper Harm.
ReliableML @NeurIPS 2025 - Workshop on Reliable ML from Unreliable Data at the 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL GitHub
Bag of Tricks for Subverting Reasoning-based Safety Guardrails.
ResponsibleFM @NeurIPS 2025 - Workshop on Socially Responsible and Trustworthy Foundation Models at the 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL GitHub
True Multimodal In-Context Learning Needs Attention to the Visual Context.
COLM 2025 - Conference on Language Modeling. Montreal, Canada, Oct 07-09, 2025. URL GitHub
First Experience with Real-Time Control Using Simulated VQC-Based Quantum Policies.
QCE 2025 - IEEE International Conference on Quantum Computing and Engineering. Albuquerque, NM, USA, Aug 31-Sep 05, 2025. DOI
Learning Control with Simulated Variational Quantum Policies in a Surrogate Cart-Pole Environment.
QCE 2025 - IEEE International Conference on Quantum Computing and Engineering. Albuquerque, NM, USA, Aug 31-Sep 05, 2025. DOI
FedBiP: Heterogeneous One-Shot Federated Learning with Personalized Latent Diffusion Models.
CVPR 2025 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models.
Preprint (Jun. 2025). arXiv
Incremental Uncertainty-aware Performance Monitoring with Active Labeling Intervention.
AISTATS 2025 - 28th International Conference on Artificial Intelligence and Statistics. Mai Khao, Thailand, May 03-05, 2025. URL
Why Uncertainty Calibration Matters for Reliable Perturbation-based Explanations.
XAI4Science @ICLR 2025 - Workshop XAI4Science: From Understanding Model Behavior to Discovering New Scientific Knowledge at the 13th International Conference on Learning Representations. Singapore, Apr 24-28, 2025. URL
Can Multimodal Large Language Models Truly Perform Multimodal In-Context Learning?
WACV 2025 - IEEE/CVF Winter Conference on Applications of Computer Vision. Tucson, AZ, USA, Feb 28-Mar 04, 2025. DOI URL
CL-Cross VQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering.
WACV 2025 - IEEE/CVF Winter Conference on Applications of Computer Vision. Tucson, AZ, USA, Feb 28-Mar 04, 2025. DOI
FedPop: Federated Population-based Hyperparameter Tuning.
AAAI 2025 - 39th Conference on Artificial Intelligence. Philadelphia, PA, USA, Feb 25-Mar 04, 2025. DOI
Incremental Uncertainty-aware Performance Monitoring with Labeling Intervention.
BDU @NeurIPS 2024 - Workshop Bayesian Decision-making and Uncertainty: from probabilistic and spatiotemporal modeling to sequential experiment design at the 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. URL
VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs.
Findings @EMNLP 2024 - Findings of the Conference on Empirical Methods in Natural Language Processing. Miami, FL, USA, Nov 12-16, 2024. DOI GitHub
Quantum Architecture Search with Unsupervised Representation Learning.
Preprint (Oct. 2024). arXiv
SABER-6D: Shape Representation Based Implicit Object Pose Estimation.
Workshop @ECCV 2024 - Computer Vision Workshop at the 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI
Explanatory Model Monitoring to Understand the Effects of Feature Shifts on Performance.
KDD 2024 - 30th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Barcelona, Spain, Aug 25-29, 2024. DOI
SA-DQAS: Self-attention Enhanced Differentiable Quantum Architecture Search.
Differentiable Almost Everything @ICML 2024 - Workshop Differentiable Almost Everything: Differentiable Relaxations, Algorithms, Operators, and Simulators at the 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. PDF
Provably Better Explanations with Optimized Aggregation of Feature Attributions.
ICML 2024 - 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. URL
Automated Machine Learning.
Unlocking Artificial Intelligence. Jul. 2024. DOI
Self-Discovering Interpretable Diffusion Latent Directions for Responsible Text-to-Image Generation.
CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI GitHub
GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models.
Findings @NAACL 2024 - Findings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics. Mexico City, Mexico, Jun 16-21, 2024. DOI GitHub
Critical Path Identification in Supply Chain Knowledge Graphs with Large Language Models.
ESWC 2024 - Extended Semantic Web Conference. Hersonissos, Crete, Greece, May 26-30, 2024. DOI
Understanding and Improving In-Context Learning on Vision-language Models.
ME-FoMo @ICLR 2024 - Workshop on Mathematical and Empirical Understanding of Foundation Models at the 12th International Conference on Learning Representations. Vienna, Austria, May 07-11, 2024. URL
Red Teaming GPT-4V: Are GPT-4V Safe Against Uni/Multi-Modal Jailbreak Attacks?
SeT LLM @ICLR 2024 - Workshop on Secure and Trustworthy Large Language Models at the 12th International Conference on Learning Representations. Vienna, Austria, May 07-11, 2024. URL
FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning.
AAAI 2024 - 38th Conference on Artificial Intelligence. Vancouver, Canada, Feb 20-27, 2024. DOI
Enhancing Multimodal Compositional Reasoning of Visual Language Models With Generative Negative Mining.
WACV 2024 - IEEE/CVF Winter Conference on Applications of Computer Vision. Waikoloa, Hawaii, Jan 04-08, 2024. DOI GitHub
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. DOI GitHub
GenTKG: Generative Forecasting on Temporal Knowledge Graph.
TGL 2023 @NeurIPS 2023 - Workshop Temporal Graph Learning at the 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL
Towards Explanatory Model Monitoring.
XAIA 2023 @NeurIPS 2023 - Workshop XAI in Action: Past, Present, and Future Applications at the 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL
FORECASTTKGQUESTIONS: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge Graphs.
ISWC 2023 - 22nd International Semantic Web Conference. Athens, Greeke, Nov 06-11, 2023. DOI
FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation.
ICCV 2023 - IEEE/CVF International Conference on Computer Vision. Paris, France, Oct 02-06, 2023. DOI
Do DALL-E and Flamingo Understand Each Other?
ICCV 2023 - IEEE/CVF International Conference on Computer Vision. Paris, France, Oct 02-06, 2023. DOI GitHub
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language Models.
Preprint (Oct. 2023). arXiv
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs Using Confidence-Augmented Reinforcement Learning.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI GitHub
DiffusAL: Coupling Active Learning with Graph Diffusion for Label-Efficient Node Classification.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
Debiased Contrastive Loss for Collaborative Filtering.
KSEM 2024 - 16th International Conference Knowledge Science, Engineering and Management. Guangzhou, China, Aug 16-18, 2023. DOI
ECOLA: Enhancing Temporal Knowledge Embeddings with Contextualized Language Representations.
Findings @ACL 2023 - Findings of the 61th Annual Meeting of the Association for Computational Linguistics. Toronto, Canada, Jul 09-14, 2023. DOI
Structured Verification of Machine Learning Models in Industrial Settings.
Big Data 11.3. Jun. 2023. DOI
Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models under a Unified Framework.
IEEE Transactions on Pattern Analysis and Machine Intelligence 44.12. Dec. 2022. DOI GitHub
Forecasting Question Answering over Temporal Knowledge Graphs.
Preprint (Aug. 2022). arXiv
Improving Inductive Link Prediction Using Hyper-Relational Facts (Extended Abstract).
IJCAI-ECAI 2022 - Best paper track at the 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence. Vienna, Austria, Jul 23-29, 2022. DOI
Biologically Inspired Neural Path Finding.
BI 2022 - 15th International Conference on Brain Informatics. Padova, Italy, Jul 15-15, 2022. DOI GitHub
CDARL: a contrastive discriminator-augmented reinforcement learning framework for sequential recommendations.
Knowledge and Information Systems 64. Jul. 2022. DOI
TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge Graph Completion.
SPNLP @ACL 2022 - 6th ACL Workshop on Structured Prediction for NLP at the 60th Annual Meeting of the Association for Computational Linguistics. Dublin, Ireland, May 22-27, 2022. DOI
A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs.
GLB @WWW 2022 - Workshop on Graph Learning Benchmarks at the International World Wide Web Conference. Virtual, Apr 22-29, 2022. arXiv
TLogic: Temporal logical rules for explainable link forecasting on temporal knowledge graphs.
AAAI 2022 - 36th Conference on Artificial Intelligence. Virtual, Feb 22-Mar 01, 2022. DOI
Improving Scene Graph Classification by Exploiting Knowledge from Texts.
AAAI 2022 - 36th Conference on Artificial Intelligence. Virtual, Feb 22-Mar 01, 2022. DOI
Improving Inductive Link Prediction Using Hyper-Relational Facts.
ISWC 2021 - 20th International Semantic Web Conference. Virtual, Oct 24-28, 2021. Best Paper Award. DOI GitHub
Post-hoc Uncertainty Calibration for Domain Drift Scenarios.
CVPR 2021 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Virtual, Jun 19-25, 2021. DOI
Causal Inference under Networked Interference and Intervention Policy Enhancement.
AISTATS 2021 - 24th International Conference on Artificial Intelligence and Statistics. Virtual, Apr 13-15, 2021. URL
Active Learning for Entity Alignment.
ECIR 2021 - 43rd European Conference on Information Retrieval. Virtual, Mar 28-Apr 01, 2021. DOI GitHub
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings.
Journal of Machine Learning Research 22.82. Mar. 2021. PDF
Classification by Attention: Scene Graph Classification with Prior Knowledge.
AAAI 2021 - 35th Conference on Artificial Intelligence. Virtual, Feb 02-09, 2021. DOI
Interpretable and Fair Comparison of Link Prediction or Entity Alignment Methods with Adjusted Mean Rank.
WI-IAT 2020 - IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology. Virtual, Dec 14-17, 2020. DOI
Learning with Temporal Knowledge Graphs.
Workshop @CIKM 2020 - Workshop at the 29th ACM International Conference on Information and Knowledge Management. Galway, Ireland, Oct 19-23, 2020. Invited Talk. PDF
Active Learning for Entity Alignment.
DL4G @WWW 2020 - 5th International Workshop on Deep Learning for Graphs at the International World Wide Web Conference. Taipeh, Taiwan, Apr 21, 2020. arXiv
Interpretable and Fair Comparison of Link Prediction or Entity Alignment Methods with Adjusted Mean Rank (Extended Abstract).
DL4G @WWW 2020 - 5th International Workshop on Deep Learning for Graphs at the International World Wide Web Conference. Taipeh, Taiwan, Apr 21, 2020. Full paper at WI-AT 2020. DOI
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned.
ECIR 2020 - 42nd European Conference on Information Retrieval. Virtual, Apr 14-17, 2020. DOI GitHub
A Generic Summary Structure for Arbitrarily Oriented Subspace Clustering in Data Streams.
SISAP 2019 - 12th International Conference on Similarity Search and Applications. Newark, New York, USA, Oct 02-04, 2019. DOI
Google
Technology Group
Partnersites Germany, Europe, Canada & USA
47 Publications
Partnersites Germany, Europe, Canada & USA
47 Publications
Step-resolved data attribution for looped transformers.
ICML 2026 - 43rd International Conference on Machine Learning. Seoul, South Korea, Jul 06-11, 2026. To be published. Preprint available. URL GitHub
OracleGS: Grounding Generative Priors for Sparse-View Gaussian Splatting.
WACV 2026 - IEEE/CVF Winter Conference on Applications of Computer Vision. Tucson, AZ, USA, Mar 06-10, 2026. To be published. Preprint available. arXiv
FindAnything: Open-Vocabulary and Object-Centric Mapping for Robot Exploration in Any Environment.
Preprint (Feb. 2026). arXiv
ECHO: Ego-Centric modeling of Human-Object interactions.
ECCV 2026 - 19th European Conference on Computer Vision. Malmö, Sweden, Sep 08-12, 2024. To be published. Preprint available. arXiv
Transient LASSO: Transient Large-Scale Scene Reconstruction.
SIGGRAPH ASIA 2025 - 18th ACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia. Hong Kong, China, Dec 15-18, 2025. DOI
From Open-Vocabulary to Vocabulary-Free Semantic Segmentation.
Pattern Recognition Letters 198. Dec. 2025. DOI GitHub
Supplementary Material Transient LASSO: Transient Large-Scale Scene Reconstruction.
Preprint (Dec. 2025). PDF
Noise Hypernetworks: Amortizing Test-Time Compute in Diffusion Models.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL GitHub
On Relation-Specific Neurons in Large Language Models.
EMNLP 2025 - Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI GitHub
We Need Accountability in Human-AI Agent Relationships.
npj Artificial Intelligence 1.38. Nov. 2025. DOI
MonoGSDF: Exploring Monocular Geometric Cues for Gaussian Splatting-Guided Implicit Surface Reconstruction.
Preprint (Nov. 2025). arXiv
Prior2Former - Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI
Training-free Uncertainty Guidance for Complex Visual Tasks with MLLMs.
Preprint (Oct. 2025). arXiv
SING3R-SLAM: Submap-based Indoor Monocular Gaussian SLAM with 3D Reconstruction Priors.
Preprint (Oct. 2025). arXiv
The Denario project: Deep knowledge AI agents for scientific discovery.
Preprint (Sep. 2025). arXiv GitHub
GALA: Guided Attention with Language Alignment for Open Vocabulary Gaussian Splatting.
Preprint (Aug. 2025). arXiv
Open Source Planning & Control System with Language Agents for Autonomous Scientific Discovery.
ML4Astro @ICML 2025 - Machine Learning for Astrophysics at the 42nd International Conference on Machine Learning. Vancouver, Canada, Jul 13-19, 2025. PDF
Semantic Library Adaptation: LoRA Retrieval and Fusion for Open-Vocabulary Semantic Segmentation.
CVPR 2025 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI
Context-Aware Multimodal Pretraining.
CVPR 2025 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI
XYZ-IBD: High-precision Bin-picking Dataset for Object 6D Pose Estimation Capturing Real-world Industrial Complexity.
Preprint (Jun. 2025). arXiv GitHub
Evaluating Intra-firm LLM Alignment Strategies in Business Contexts.
Preprint (May. 2025). arXiv
EchoScene: Indoor Scene Generation via Information Echo over Scene Graph Diffusion.
Nectar Track @3DV 2025 - Nectar Track at the 12th International Conference on 3D Vision. Singapore, Mar 25-28, 2025. arXiv
GatedxLSTM: A Multimodal Affective Computing Approach for Emotion Recognition in Conversations.
Preprint (Mar. 2025). arXiv
SG-Tailor: Inter-Object Commonsense Relationship Reasoning for Scene Graph Manipulation.
Preprint (Mar. 2025). arXiv
Relational Norms for Human-AI Cooperation.
Preprint (Feb. 2025). arXiv
How should the advancement of large language models affect the practice of science?
Proceedings of the National Academy of Sciences 122.5. Jan. 2025. DOI
A Practitioner's Guide to Real-World Continual Multimodal Pretraining.
NeurIPS 2024 - 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. DOI GitHub
SuperGSeg: Open-Vocabulary 3D Segmentation with Structured Super-Gaussians.
Preprint (Dec. 2024). arXiv
Moral Imagination for Engineering Teams: The Technomoral Scenario.
The International Review of Information Ethics 34.1. Oct. 2024. DOI
Simplicity Bias via Global Convergence of Sharpness Minimization.
Preprint (Oct. 2024). arXiv
On the Role of Depth and Looping for In-Context Learning with Task Diversity.
Preprint (Oct. 2024). arXiv
Geometry Fidelity for Spherical Images.
ECCV 2024 - 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI
EchoScene: Indoor Scene Generation via Information Echo over Scene Graph Diffusion.
ECCV 2024 - 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI
Quality-Aware Translation Models: Efficient Generation and Quality Estimation in a Single Model.
ACL 2024 - 62nd Annual Meeting of the Association for Computational Linguistics. Bangkok, Thailand, Aug 11-16, 2024. DOI
Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models.
CoLLAs 2024 - 3rd Conference on Lifelong Learning Agents. Pisa, Italy, Aug 11-14, 2024. URL
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy.
ICML 2024 - 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. URL
Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI.
ICML 2024 - 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. URL
SecondPose: SE(3)-Consistent Dual-Stream Feature Fusion for Category-Level Pose Estimation.
CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI
CommonScenes: Generating Commonsense 3D Indoor Scenes with Scene Graph Diffusion.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. DOI
Hallucination Augmented Recitations for Language Models.
Preprint (Nov. 2023). arXiv
Deep Bregman divergence for self-supervised representations learning.
Computer Vision and Image Understanding 235.103801. Oct. 2023. DOI
A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models.
Preprint (Jul. 2023). arXiv
DisPositioNet: Disentangled Pose and Identity in Semantic Image Manipulation.
BMVC 2022 - 33rd British Machine Vision Conference. London, UK, Nov 21-24, 2022. URL GitHub
Joint Debiased Representation and Image Clustering Learning with Self-Supervision.
Preprint (Sep. 2022). arXiv GitHub
STEP: Segmenting and Tracking Every Pixel.
Track on Datasets and Benchmarks @NeurIPS 2021 - Track on Datasets and Benchmarks at the 35th Conference on Neural Information Processing Systems. Virtual, Dec 06-14, 2021. PDF
Unconditional Scene Graph Generation.
ICCV 2021 - IEEE/CVF International Conference on Computer Vision. Virtual, Oct 11-17, 2021. DOI
Variational Data Assimilation with a Learned Inverse Observation Operator.
ICML 2021 - 38th International Conference on Machine Learning. Virtual, Jul 18-24, 2021. Spotlight Presentation. URL
Bosch
Technology Group
Gerlingen, Germany
27 Publications
Gerlingen, Germany
27 Publications
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation.
ACL 2026 - 64th Annual Meeting of the Association for Computational Linguistics. San Diego, CA, USA, Jul 02-07, 2026. DOI
Through a Compressed Lens: Investigating the Impact of Quantization on LLM Explainability and Interpretability.
TrustNLP @ACL 2026 - 6th Workshop on Trustworthy NLP at the 64th Annual Meeting of the Association for Computational Linguistics. San Diego, CA, USA, Jul 02-07, 2026. DOI
On Relation-Specific Neurons in Large Language Models.
EMNLP 2025 - Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI GitHub
Language Mixing in Reasoning Language Models: Patterns, Impact, and Internal Causes.
EMNLP 2025 - Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI
Tracing Multilingual Factual Knowledge Acquisition in Pretraining.
Findings @EMNLP 2025 - Findings of the Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI GitHub
LangSAMP: Language-Script Aware Multilingual Pretraining.
ACL 2025 - 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI GitHub
Pragmatics in the Era of Large Language Models: A Survey on Datasets, Evaluation, Opportunities and Challenges.
ACL 2025 - 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI
BMIKE-53: Investigating Cross-Lingual Knowledge Editing with In-Context Learning.
ACL 2025 - 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI GitHub
Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models.
ACL 2025 - 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI
Bring Your Own Knowledge: A Survey of Methods for LLM Knowledge Expansion.
L2M2 @ACL 2025 - 1st Workshop on Large Language Model Memorization at the 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI
Nonlinear Causal Discovery for Grouped Data.
UAI 2025 - 41st Conference on Uncertainty in Artificial Intelligence. Rio de Janeiro, Brazil, Jul 21-25, 2025. URL
Medical Multimodal Model Stealing Attacks via Adversarial Domain Alignment.
AAAI 2025 - 39th Conference on Artificial Intelligence. Philadelphia, PA, USA, Feb 25-Mar 04, 2025. DOI
Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization.
Findings @EMNLP 2024 - Findings of the Conference on Empirical Methods in Natural Language Processing. Miami, FL, USA, Nov 12-16, 2024. DOI
Slowing Down Forgetting in Continual Learning.
Preprint (Nov. 2024). arXiv
SABER-6D: Shape Representation Based Implicit Object Pose Estimation.
Workshop @ECCV 2024 - Computer Vision Workshop at the 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI
LLMs Beyond English: Scaling the Multilingual Capability of LLMs with Cross-Lingual Feedback.
Findings @ACL 2024 - Findings of the 62nd Annual Meeting of the Association for Computational Linguistics. Bangkok, Thailand, Aug 11-16, 2024. DOI
The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis.
Findings @ACL 2024 - Findings of the 62nd Annual Meeting of the Association for Computational Linguistics. Bangkok, Thailand, Aug 11-16, 2024. DOI
Learn it or Leave it: Module Composition and Pruning for Continual Learning.
RepL4NLP-2024 @ACL 2024 - 9th Workshop on Representation Learning for NLP at the 62nd Annual Meeting of the Association for Computational Linguistics. Bangkok, Thailand, Aug 11-16, 2024. URL
ETHER: Efficient Finetuning of Large-Scale Models with Hyperplane Reflections.
ICML 2024 - 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. URL GitHub
OFA: A Framework of Initializing Unseen Subword Embeddings for Efficient Large-scale Multilingual Continued Pretraining.
Findings @NAACL 2024 - Findings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics. Mexico City, Mexico, Jun 16-21, 2024. DOI
Rehearsal-Free Modular and Compositional Continual Learning for Language Models.
NAACL 2024 - Annual Conference of the North American Chapter of the Association for Computational Linguistics. Mexico City, Mexico, Jun 16-21, 2024. DOI
causalAssembly: Generating Realistic Production Data for Benchmarking Causal Discovery.
CLeaR 2024 - 3rd Conference on Causal Learning and Reasoning. Los Angeles, CA, USA, Apr 01-03, 2024. URL
GradSim: Gradient-Based Language Grouping for Effective Multilingual Training.
EMNLP 2023 - Conference on Empirical Methods in Natural Language Processing. Singapore, Dec 06-10, 2023. DOI
Mind the Gap: Measuring Generalization Performance Across Multiple Objectives.
IDA 2023 - 21st International Symposium on Intelligent Data Analysis. Louvain-la-Neuve, Belgium, Apr 12-14, 2023. DOI
Efficient Automated Deep Learning for Time Series Forecasting.
Workshops @ECML-PKDD 2022 - Workshops at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. DOI
OpenML Benchmarking Suites.
Track on Datasets and Benchmarks @NeurIPS 2021 - Track on Datasets and Benchmarks at the 35th Conference on Neural Information Processing Systems. Virtual, Dec 06-14, 2021. URL
Robust Anomaly Detection in Images Using Adversarial Autoencoders.
ECML-PKDD 2019 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Wuerzburg, Germany, Sep 16-20, 2019. DOI
Microsoft
Technology Group
Partnersites Germany, Europe, Asia, Canada & USA
20 Publications
Partnersites Germany, Europe, Asia, Canada & USA
20 Publications
AfriqueLLM: How Data Mixing and Model Architecture Impact Continued Pre-training for African Languages.
ACL 2026 - 64th Annual Meeting of the Association for Computational Linguistics. San Diego, CA, USA, Jul 02-07, 2026. DOI URL
ICLR 2026 Workshop on Memory for LLM-Based Agentic Systems (MemAgents).
Preprint (Dec. 2025). URL
LeAD-M3D: Leveraging Asymmetric Distillation for Real-time Monocular 3D Detection.
Preprint (Dec. 2025). arXiv
Video Perception Models for 3D Scene Synthesis.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL
Language may be all omics needs: Harmonizing multimodal data for omics understanding with CellHermes.
Preprint (Nov. 2025). DOI
DocSLM: A Small Vision-Language Model for Long Multimodal Document Understanding.
Preprint (Nov. 2025). arXiv
VisualChef: Generating Visual Aids in Cooking via Mask Inpainting.
GCPR 2025 - German Conference on Pattern Recognition. Freiburg, Germany, Oct 23-26, 2025. DOI
Back on Track: Bundle Adjustment for Dynamic Scene Reconstruction.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI
OpenML: Insights from 10 years and more than a thousand papers.
Patterns 6.7. Jul. 2025. DOI GitHub
MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory.
NFAM @ICLR 2025 - Workshop on New Frontiers in Associative Memories at the 13th International Conference on Learning Representations. Singapore, Apr 24-28, 2025. URL
MemLLM: Finetuning LLMs to Use Explicit Read-Write Memory.
Transactions on Machine Learning Research. Apr. 2025. URL GitHub
VXP: Voxel-Cross-Pixel Large-Scale Camera-LiDAR Place Recognition.
3DV 2025 - 12th International Conference on 3D Vision. Singapore, Mar 25-28, 2025. DOI
SG-Tailor: Inter-Object Commonsense Relationship Reasoning for Scene Graph Manipulation.
Preprint (Mar. 2025). arXiv
Expected Probabilistic Hierarchies.
NeurIPS 2024 - 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. DOI
MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic Segmentation.
ECCV 2024 - 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI GitHub
Position: A Call to Action for a Human-Centered AutoML Paradigm.
ICML 2024 - 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. URL
RET-LLM: Towards a General Read-Write Memory for Large Language Models.
AGI @ICLR 2024 - Workshop on Artificial General Intelligence at the 12th International Conference on Learning Representations. Vienna, Austria, May 07-11, 2024. arXiv
CASSPR: Cross Attention Single Scan Place Recognition.
ICCV 2023 - IEEE/CVF International Conference on Computer Vision. Paris, France, Oct 02-06, 2023. DOI
Language-Family Adapters for Low-Resource Multilingual Neural Machine Translation.
LoResMT @EACL 2023 - 6th Workshop on Technologies for Machine Translation of Low-Resource Languages at the 17th Conference of the European Chapter of the Association for Computational Linguistics. Dubrovnik, Croatia, May 02-06, 2023. DOI
Learning Multiple Defaults for Machine Learning Algorithms.
GECCO 2021 - Genetic and Evolutionary Computation Conference. Lile, France, Jul 10-14, 2021. DOI
Huawei
Technology Group
Partnersites Germany, Europe & China
15 Publications
Partnersites Germany, Europe & China
15 Publications
DRAW2ACT: Turning Depth-Encoded Trajectories into Robotic Demonstration Videos.
ICRA 2026 - IEEE International Conference on Robotics and Automation. Vienna, Austria, Jun 01-05, 2026. To be published. Preprint available. arXiv
CoVAR: Co-generation of Video and Action for Robotic Manipulation via Multi-Modal Diffusion.
ICRA 2026 - IEEE International Conference on Robotics and Automation. Vienna, Austria, Jun 01-05, 2026. To be published. Preprint available. arXiv
SmoothCLAP: Soft-Target Enhanced Contrastive Language-Audio Pretraining for Affective Computing.
Preprint (Jan. 2026). arXiv
ICLR 2026 Workshop on Memory for LLM-Based Agentic Systems (MemAgents).
Preprint (Dec. 2025). URL
TurnBack: A Geospatial Route Cognition Benchmark for Large Language Models through Reverse Route.
EMNLP 2025 - Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering.
ACL 2025 - 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI
From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport.
CVPR 2025 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI
VoxNeRF: Bridging Voxel Representation and Neural Radiance Fields for Enhanced Indoor View Synthesis.
IEEE Robotics and Automation Letters 10.6. Jun. 2025. DOI
Time Series Representations for Classification Lie Hidden in Pretrained Vision Transformers.
Preprint (Jun. 2025). arXiv
CoT-Kinetics: A Theoretical Modeling Assessing LRM Reasoning Process.
Preprint (May. 2025). arXiv
PRISM: Self-Pruning Intrinsic Selection Method for Training-Free Multimodal Data Selection.
Preprint (Feb. 2025). arXiv GitHub
Audio Enhancement for Computer Audition -- An Iterative Training Paradigm Using Sample Importance.
Journal of Computer Science and Technology 39. Sep. 2024. DOI
Modeling Emotional Trajectories in Written Stories Utilizing Transformers and Weakly-Supervised Learning.
Findings @ACL 2024 - Findings of the 62nd Annual Meeting of the Association for Computational Linguistics. Bangkok, Thailand, Aug 11-16, 2024. DOI
DisPositioNet: Disentangled Pose and Identity in Semantic Image Manipulation.
BMVC 2022 - 33rd British Machine Vision Conference. London, UK, Nov 21-24, 2022. URL GitHub
LMTurk: Few-Shot Learners as Crowdsourcing Workers in a Language-Model-as-a-Service Framework.
Findings @NAACL 2022 - Findings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics. Seattle, WA, USA, Jun 10-15, 2022. DOI
NVIDIA
Technology Group
Partnersites Germany & USA
15 Publications
Partnersites Germany & USA
15 Publications
XToM: Exploring the Multilingual Theory of Mind for Large Language Models.
Findings @ACL 2026 - Findings at the 64th Annual Meeting of the Association for Computational Linguistics. San Diego, CA, USA, Jul 02-07, 2026. DOI
GL Equivariant Metanetworks for Learning on Low Rank Weight Spaces.
LOG 2025 - 4th Learning on Graphs Conference. Phoenix, AZ, USA, Dec 10-12, 2025. URL
Towards a Unified Copernicus Foundation Model for Earth Vision.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI GitHub
SVAG-Bench: A Large-Scale Benchmark for Multi-Instance Spatio-temporal Video Action Grounding.
Preprint (Oct. 2025). arXiv
Latent Interpolation Learning Using Diffusion Models for Cardiac Volume Reconstruction.
Preprint (Aug. 2025). arXiv
DynOMo: Online Point Tracking by Dynamic Online Monocular Gaussian Reconstruction.
3DV 2025 - 12th International Conference on 3D Vision. Singapore, Mar 25-28, 2025. DOI
GAS-NeRF: Geometry-Aware Stylization of Dynamic Radiance Fields.
Preprint (Mar. 2025). arXiv
On Neural BRDFs: A Thorough Comparison of State-of-the-Art Approaches.
WACV 2025 - IEEE/CVF Winter Conference on Applications of Computer Vision. Tucson, AZ, USA, Feb 28-Mar 04, 2025. Oral Presentation. DOI
ZDySS -- Zero-Shot Dynamic Scene Stylization using Gaussian Splatting.
Preprint (Jan. 2025). arXiv
MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic Segmentation.
ECCV 2024 - 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI GitHub
Sparse Views, Near Light: A Practical Paradigm for Uncalibrated Point-light Photometric Stereo.
CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI
SatSynth: Augmenting Image-Mask Pairs Through Diffusion Models for Aerial Semantic Segmentation.
CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI
Transformers pay attention to convolutions leveraging emerging properties of vits by dual attention-image network.
Workshop @ICCV 2023 - Workshop at the IEEE/CVF International Conference on Computer Vision. Paris, France, Oct 02-06, 2023. DOI
G-MSM: Unsupervised Multi-Shape Matching with Graph-based Affinity Priors.
CVPR 2023 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Vancouver, Canada, Jun 18-23, 2023. DOI GitHub
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation.
Preprint (Apr. 2023). arXiv
Meta
Technology Group
Partnersites Europe & USA
12 Publications
Partnersites Europe & USA
12 Publications
DocSLM: A Small Vision-Language Model for Long Multimodal Document Understanding.
Preprint (Nov. 2025). arXiv
Position: The Future of Bayesian Prediction Is Prior-Fitted.
ICML 2025 - 42nd International Conference on Machine Learning. Vancouver, Canada, Jul 13-19, 2025. URL
Solving Estimating Equations With Copulas.
Invited Talk @AISTATS 2025 - 28th International Conference on Artificial Intelligence and Statistics. Mai Khao, Thailand, May 03-05, 2025. Invited Talk. DOI
Lost in Inference: Rediscovering the Role of Natural Language Inference for Large Language Models.
NAACL 2025 - Annual Conference of the North American Chapter of the Association for Computational Linguistics. Albuquerque, NM, USA, Apr 29-May 04, 2025. DOI
WaSt-3D: Wasserstein-2 Distance for Scene-to-Scene Stylization on 3D Gaussians.
ECCV 2024 - 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI GitHub
Cache Me if You Can: Accelerating Diffusion Models through Block Caching.
CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI GitHub
MEAL: Stable and Active Learning for Few-Shot Prompting.
Findings @EMNLP 2023 - Findings of the Conference on Empirical Methods in Natural Language Processing. Singapore, Dec 06-10, 2023. DOI GitHub
Predicting cellular responses to complex perturbations in high-throughput screens.
Molecular Systems Biology 19.e11517. Jun. 2023. DOI
Solving Estimating Equations With Copulas.
Journal of the American Statistical Association 119.546. Mar. 2023. DOI
Association of Non-Pharmaceutical Interventions to Reduce the Spread of SARS-CoV-2 With Anxiety and Depressive Symptoms: A Multi-National Study of 43 Countries.
International Journal of Public Health 67. Mar. 2022. DOI
NeuroMorph: Unsupervised Shape Interpolation and Correspondence in One Go.
CVPR 2021 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Virtual, Jun 19-25, 2021. DOI GitHub
Compositional perturbation autoencoder for single-cell response modeling.
Preprint (May. 2021). DOI
Amazon
Technology Group
Partnersites Germany & USA
10 Publications
Partnersites Germany & USA
10 Publications
From Noise to Signal to Selbstzweck: Reframing Human Label Variation in the Era of Post-training in NLP.
Findings @ACL 2026 - Findings at the 64th Annual Meeting of the Association for Computational Linguistics. San Diego, CA, USA, Jul 02-07, 2026. DOI
Deep Research Brings Deeper Harm.
ReliableML @NeurIPS 2025 - Workshop on Reliable ML from Unreliable Data at the 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL GitHub
Bag of Tricks for Subverting Reasoning-based Safety Guardrails.
ResponsibleFM @NeurIPS 2025 - Workshop on Socially Responsible and Trustworthy Foundation Models at the 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL GitHub
PERSEVAL: A Framework for Perspectivist Classification Evaluation.
EMNLP 2025 - Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI
SVAG-Bench: A Large-Scale Benchmark for Multi-Instance Spatio-temporal Video Action Grounding.
Preprint (Oct. 2025). arXiv
Visual Question Decomposition on Multimodal Large Language Models.
Findings @EMNLP 2024 - Findings of the Conference on Empirical Methods in Natural Language Processing. Miami, FL, USA, Nov 12-16, 2024. DOI
Generative Explore-Exploit: Training-free Optimization of Generative Recommender Systems using LLM Optimizers.
ACL 2024 - 62nd Annual Meeting of the Association for Computational Linguistics. Bangkok, Thailand, Aug 11-16, 2024. DOI
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language Models.
Preprint (Oct. 2023). arXiv
ECOLA: Enhancing Temporal Knowledge Embeddings with Contextualized Language Representations.
Findings @ACL 2023 - Findings of the 61th Annual Meeting of the Association for Computational Linguistics. Toronto, Canada, Jul 09-14, 2023. DOI
DeepScenario
Autonomous Driving Startup
Stuttgart, Germany
10 Publications
Stuttgart, Germany
10 Publications
GrounDiff: Diffusion-Based Ground Surface Generation from Digital Surface Models.
WACV 2026 - IEEE/CVF Winter Conference on Applications of Computer Vision. Tucson, AZ, USA, Mar 06-10, 2026. To be published. Preprint available. arXiv GitHub
IDEAL-M3D: Instance Diversity-Enriched Active Learning for Monocular 3D Detection.
WACV 2026 - IEEE/CVF Winter Conference on Applications of Computer Vision. Tucson, AZ, USA, Mar 06-10, 2026. To be published. Preprint available. arXiv
LeAD-M3D: Leveraging Asymmetric Distillation for Real-time Monocular 3D Detection.
Preprint (Dec. 2025). arXiv
OrthoLoC: UAV 6-DoF Localization and Calibration Using Orthographic Geodata.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. Oral Presentation. URL GitHub
CoProU-VO: Combining Projected Uncertainty for End-to-End Unsupervised Monocular Visual Odometry.
GCPR 2025 - German Conference on Pattern Recognition. Freiburg, Germany, Oct 23-26, 2025. Best Paper Award. DOI
TrafficLoc: Localizing Traffic Surveillance Cameras in 3D Scenes.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI GitHub
Shape Your Ground: Refining Road Surfaces Beyond Planar Representations.
IV 2025 - 36th IEEE Intelligent Vehicles Symposium. Napoca, Romania, Jun 22-25, 2025. DOI
Highly Accurate and Diverse Traffic Data: The DeepScenario Open 3D Dataset.
IV 2025 - 36th IEEE Intelligent Vehicles Symposium. Napoca, Romania, Jun 22-25, 2025. DOI
MonoCT: Overcoming Monocular 3D Detection Domain Shift with Consistent Teacher Models.
ICRA 2025 - IEEE International Conference on Robotics and Automation. Atlanta, GA, USA, May 19-23, 2025. DOI
CARLA Drone: Monocular 3D Object Detection from a Different Perspective.
GCPR 2024 - German Conference on Pattern Recognition. Munich, Germany, Oct 10-13, 2024. DOI
Apple
Technology Group
Partnersites Germany, Europe & USA
8 Publications
Partnersites Germany, Europe & USA
8 Publications
Learning Long-term Motion Embeddings for Efficient Kinematics Generation.
CVPR 2026 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Denver, CO, USA, Jun 03-07, 2026. To be published. Preprint available. arXiv URL
On the Impossibility of Separating Intelligence from Judgment: The Computational Intractability of Filtering for AI Alignment.
ICLR 2026 - 14th International Conference on Learning Representations. Rio de Janeiro, Brazil, Apr 23-27, 2026. To be published. Preprint available. arXiv
Adapting Self-Supervised Representations as a Latent Space for Efficient Generation.
ICLR 2026 - 14th International Conference on Learning Representations. Rio de Janeiro, Brazil, Apr 23-27, 2026. To be published. Preprint available. arXiv
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter.
Findings @ACL 2025 - Findings at the 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI
Disentangled Representation Learning with the Gromov-Monge Gap.
ICLR 2025 - 13th International Conference on Learning Representations. Singapore, Apr 24-28, 2025. URL
CTRLorALTer: Conditional LoRAdapter for Efficient 0-Shot Control and Altering of T2I Models.
ECCV 2024 - 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI GitHub
Disentangled Representation Learning through Geometry Preservation with the Gromov-Monge Gap.
SPIGM @ICML 2024 - Workshop on Structured Probabilistic Inference & Generative Modeling at the 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. arXiv
Enhancing Hypergradients Estimation: A Study of Preconditioning and Reparameterization.
AISTATS 2024 - 27th International Conference on Artificial Intelligence and Statistics. Valencia, Spain, May 02-04, 2024. URL GitHub
BMW Group
Automotive Group
Munich, Germany
8 Publications
Munich, Germany
8 Publications
From Open-Vocabulary to Vocabulary-Free Semantic Segmentation.
Pattern Recognition Letters 198. Dec. 2025. DOI GitHub
Prior2Former - Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI
From Code to Culture: Aligning Large Language Models with Corporate Values.
Preprint (Oct. 2025). DOI
Conformalized prescriptive machine learning for uncertainty-aware automated decision making: the case of goodwill requests.
International Journal of Data Science and Analytics 20.3. Sep. 2025. DOI
Non-intrusive surrogate modelling using sparse random features with applications in crashworthiness analysis.
International Journal for Uncertainty Quantification 15.4. Mar. 2025. DOI
The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks.
NeurIPS 2024 - 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. DOI
Stakeholder-centric explanations for black-box decisions: an XAI process model and its application to automotive goodwill assessments.
Frontiers in Artificial Intelligence 7. Oct. 2024. DOI
Rectifying Bias in Ordinal Observational Data Using Unimodal Label Smoothing.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
Unbabel
Language AI Company
Lisbon, Portugal
7 Publications
Lisbon, Portugal
7 Publications
LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks.
ACL 2025 - 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples.
Findings @NAACL 2025 - Findings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics. Albuquerque, NM, USA, Apr 29-May 04, 2025. DOI GitHub
A Recipe of Parallel Corpora Exploitation for Multilingual Large Language Models.
NAACL 2025 - Findings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics. Albuquerque, NM, USA, Apr 29-May 04, 2025. DOI
Perceive, Query & Reason: Enhancing Video QA with Question-Guided Temporal Queries.
WACV 2025 - IEEE/CVF Winter Conference on Applications of Computer Vision. Tucson, AZ, USA, Feb 28-Mar 04, 2025. DOI
MaLA-500: Massive Language Adaptation of Large Language Models.
Preprint (Apr. 2024). arXiv GitHub
mPLM-Sim: Better Cross-Lingual Similarity and Transfer in Multilingual Pretrained Language Models.
Findings @EACL 2024 - Findings of the 18th Conference of the European Chapter of the Association for Computational Linguistics. St. Julians, Malta, Mar 17-22, 2024. URL
Glot500: Scaling Multilingual Corpora and Language Models to 500 Languages.
ACL 2023 - 61th Annual Meeting of the Association for Computational Linguistics. Toronto, Canada, Jul 09-14, 2023. DOI GitHub
Visualais
AI Startup
Munich, Germany
6 Publications
Munich, Germany
6 Publications
Prior2Former - Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI
SING3R-SLAM: Submap-based Indoor Monocular Gaussian SLAM with 3D Reconstruction Priors.
Preprint (Oct. 2025). arXiv
Visibility-Aware Language Aggregation for Open-Vocabulary Segmentation in 3D Gaussian Splatting.
Preprint (Sep. 2025). arXiv
GALA: Guided Attention with Language Alignment for Open Vocabulary Gaussian Splatting.
Preprint (Aug. 2025). arXiv
VoxNeRF: Bridging Voxel Representation and Neural Radiance Fields for Enhanced Indoor View Synthesis.
IEEE Robotics and Automation Letters 10.6. Jun. 2025. DOI
SuperGSeg: Open-Vocabulary 3D Segmentation with Structured Super-Gaussians.
Preprint (Dec. 2024). arXiv
Roche
Pharmaceutical & Life Science Company
Partnersites Germany, Europe & USA
5 Publications
Partnersites Germany, Europe & USA
5 Publications
A large expert-annotated single-cell peripheral blood dataset for hematological disease diagnostics.
Scientific Data 12.1773. Nov. 2025. DOI
Association of bronchial steroid inducible methylation quantitative trait loci with asthma and chronic obstructive pulmonary disease treatment response.
Clinical and Translational Allergy 12.8. Aug. 2022. DOI
A sparse deep learning approach for automatic segmentation of human vasculature in multispectral optoacoustic tomography.
Photoacoustics 20.100203. Dec. 2020. DOI
Predicting single-cell gene expression profiles of imaging flow cytometry data with machine learning.
Nucleic Acids Research 48.20. Nov. 2020. DOI
In vivo identification of apoptotic and extracellular vesicle-bound live cells using image-based deep learning.
Journal of Extracellular Vesicles 9.1. Jul. 2020. DOI
XYZ Robotics
Robotics Company
Partnersites Germany, China, Japan & USA
5 Publications
Partnersites Germany, China, Japan & USA
5 Publications
RayPose: Ray Bundling Diffusion for Template Views in Unseen 6D Object Pose Estimation.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI GitHub
GCE-Pose: Global Context Enhancement for Category-level Object Pose Estimation.
CVPR 2025 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI GitHub
XYZ-IBD: High-precision Bin-picking Dataset for Object 6D Pose Estimation Capturing Real-world Industrial Complexity.
Preprint (Jun. 2025). arXiv GitHub
TTAPose: Test-time Adaptation for Unseen Object Pose Estimation.
IEEE Robotics and Automation Letters 10.6. Apr. 2025. DOI
MatchU: Matching Unseen Objects for 6D Pose Estimation from RGB-D Images.
CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI
Others
161 Publications
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation.
ICML 2026 - 43rd International Conference on Machine Learning. Seoul, South Korea, Jul 06-11, 2026. To be published. Preprint available. URL
Attentive Multi-Layer Fusion for Vision Transformers.
ICML 2026 - 43rd International Conference on Machine Learning. Seoul, South Korea, Jul 06-11, 2026. To be published. Preprint available. URL
SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning.
ICML 2026 - 43rd International Conference on Machine Learning. Seoul, South Korea, Jul 06-11, 2026. To be published. Preprint available. URL GitHub
Exactly Computing do-Shapley Values.
ICML 2026 - 43rd International Conference on Machine Learning. Seoul, South Korea, Jul 06-11, 2026. To be published. Preprint available. arXiv
UnReflectAnything: RGB-Only Highlight Removal by Rendering Synthetic Specular Supervision.
CVPR 2026 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Denver, CO, USA, Jun 03-07, 2026. Oral Presentation. To be published. Preprint available. arXiv GitHub
Steering MoE LLMs via Expert (De)Activation.
ICLR 2026 - 14th International Conference on Learning Representations. Rio de Janeiro, Brazil, Apr 23-27, 2026. To be published. Preprint available. arXiv GitHub
OpenThoughts: Data Recipes for Reasoning Models.
ICLR 2026 - 14th International Conference on Learning Representations. Rio de Janeiro, Brazil, Apr 23-27, 2026. To be published. Preprint available. arXiv URL
Foundation Visual Encoders Are Secretly Few-Shot Anomaly Detectors.
ICLR 2026 - 14th International Conference on Learning Representations. Rio de Janeiro, Brazil, Apr 23-27, 2026. To be published. Preprint available. arXiv
Learning to reason about rare diseases through retrieval-augmented agents.
ISBI 2026 - IEEE 23rd International Symposium on Biomedical Imaging. London, UK, Apr 08-11, 2026. To be published. Preprint available. arXiv
A Large-Scale Neutral Comparison Study of Survival Models on Low-Dimensional Data.
Bioinformatics.btag186. Apr. 2026. DOI GitHub
NLP for Social Good: A Survey and Outlook of Challenges, Opportunities and Responsible Deployment.
EACL 2026 - 19th Conference of the European Chapter of the Association for Computational Linguistics. Rabat, Morocco, Mar 24-29, 2026. DOI
Affine Modulation-based Audiogram Fusion Network for Joint Noise Reduction and Hearing Loss Compensation.
Information Fusion 127. Part A.103726. Mar. 2026. DOI GitHub
The statistical software revolution in pharmaceutical development: challenges and opportunities in open source.
Drug Discovery Today. Feb. 2026. DOI
Enhancing IMU-Based Online Handwriting Recognition via Contrastive Learning with Zero Inference Overhead.
Preprint (Feb. 2026). arXiv
Detecting and Mitigating Group Bias in Heterogeneous Treatment Effects.
Preprint (Feb. 2026). arXiv
Evolutionary Mapping of Neural Networks to Spatial Accelerators.
Preprint (Feb. 2026). arXiv
Causal Inference on Networks under Misspecified Exposure Mappings: A Partial Identification Framework.
Preprint (Feb. 2026). arXiv
Ecological Determinants of Antidepressants Prescriptions in England: Using Machine Learning for Causal Discovery.
AI4ES @AAAI 2026 - Workshop on AI for Environmental Science at the 40th Conference on Artificial Intelligence. Singapore, Jan 20-27, 2026. To be published. Preprint available. URL
Uncertainty Quantification in Pairwise Difference Learning for Classification.
Machine Learning 115.12. Jan. 2026. DOI
Affective Computing Has Changed: The Foundation Model Disruption.
npj Artificial Intelligence 2.16. Jan. 2026. DOI
Convergence of gradient flow for learning convolutional neural networks.
Preprint (Jan. 2026). arXiv
Enhancing Multi-Epitope Vaccine Effectiveness Through State-of-the-Art Proteasomal Cleavage Prediction With Deep Learning.
BIPM 2025 - IEEE International Conference on Bioinformatics and Biomedicine. Wuhan, China, Dec 15-18, 2025. DOI GitHub
Transient LASSO: Transient Large-Scale Scene Reconstruction.
SIGGRAPH ASIA 2025 - 18th ACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia. Hong Kong, China, Dec 15-18, 2025. DOI
Individual-level surrogacy of MRI lesions for disease severity in RRMS: Methods to quantify predictive power and their application to longitudinal data from recent trials.
PLOS One 20.12. Dec. 2025. DOI
On the strategy of exploring spatio-temporal information from Earth observation data for crop yield prediction.
Smart Agricultural Technology 12.101540. Dec. 2025. DOI
MemLoRA: Distilling Expert Adapters for On-Device Memory Systems.
Preprint (Dec. 2025). arXiv
ProtoFlow: Interpretable and Robust Surgical Workflow Modeling with Learned Dynamic Scene Graph Prototypes.
Preprint (Dec. 2025). arXiv
Supplementary Material Transient LASSO: Transient Large-Scale Scene Reconstruction.
Preprint (Dec. 2025). PDF
Reasoning with Fewer Eyes: Efficient Visual Token Withdrawal for Multimodal Reasoning.
ER @NeurIPS 2025 - Workshop on Efficient Reasoning at the 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL
Improving the Generation and Evaluation of Synthetic Data for Downstream Medical Causal Inference.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL
Noise Hypernetworks: Amortizing Test-Time Compute in Diffusion Models.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL GitHub
TreeGen: A Bayesian Generative Model for Hierarchies.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL
DCAD-2000: A Multilingual Dataset across 2000+ Languages with Data Cleaning as Anomaly Detection.
NeurIPS 2025 - 39th Conference on Neural Information Processing Systems. San Diego, CA, USA, Nov 30-Dec 07, 2025. URL
Can an Individual Manipulate the Collective Decisions of Multi-Agents?
EMNLP 2025 - Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI
Soft Token Attacks Cannot Reliably Audit Unlearning in Large Language Models.
Findings @EMNLP 2025 - Findings of the Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI GitHub
Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions.
Findings @EMNLP 2025 - Findings of the Conference on Empirical Methods in Natural Language Processing. Suzhou, China, Nov 04-09, 2025. DOI
OneProt: Towards multi-modal protein foundation models via latent space alignment of sequence, structure, binding sites and text encoders.
PLOS Computational Biology 21.11. Nov. 2025. DOI
mlr3extralearners: Expanding the mlr3 Ecosystem with Community-Driven Learner Integration.
The Journal of Open Source Software 10.115. Nov. 2025. DOI
Lost in Serialization: Invariance and Generalization of LLM Graph Reasoners.
Preprint (Nov. 2025). arXiv
Enhancing Heavy Rain Nowcasting with Multimodal Data: Integrating Radar and Satellite Observations.
Preprint (Nov. 2025). arXiv GitHub
When is a System Discoverable from Data? Discovery Requires Chaos.
Preprint (Nov. 2025). arXiv
Invited Paper: Circuit and Architecture Design with Emerging Computing Paradigms.
ICCAD 2025 - 44th IEEE/ACM International Conference on Computer-Aided Design. Munich, Germany, Oct 26-30, 2025. DOI
UltraNBA Neural Bundle Adjustment for Pose Refinement in 3D Freehand Ultrasound.
APAH @ICCV 2025 - 1st Workshop on Advanced Perception for Autonomous Healthcare at the IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI GitHub
Scalable Ranked Preference Optimization for Text-to-Image Generation.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI
Dream-to-Recon: Monocular 3D Reconstruction with Diffusion-Depth Distillation from Single Images.
ICCV 2025 - IEEE/CVF International Conference on Computer Vision. Honolulu, Hawai’i, Oct 19-23, 2025. DOI
Multidisciplinary perspectives on personalised prevention in youth mental health.
Frontiers in Digital Health 7. Oct. 2025. DOI
Monitoring changes in vitamin D levels during the COVID-19 pandemic with routinely-collected laboratory data.
Nature Communications 16.8772. Oct. 2025. DOI
Human-in-the-loop: Towards label embeddings for assessing classification difficulty.
Statistical Modelling Early Access. Oct. 2025. DOI
Systematic Evaluation of Uncertainty Estimation Methods in Large Language Models.
Preprint (Oct. 2025). arXiv
Tubular Anatomy-Aware 3D Semantically Conditioned Image Synthesis.
DGM4 @MICCAI 2025 - 5th Deep Generative Models Workshop at the 28th International Conference on Medical Image Computing and Computer Assisted Intervention. Daejeon, Republic of Korea, Sep 23-27, 2025. DOI GitHub
CAT-SG: A Large Dynamic Scene Graph Dataset for Fine-Grained Understanding of Cataract Surgery.
MICCAI 2025 - 28th International Conference on Medical Image Computing and Computer Assisted Intervention. Daejeon, Republic of Korea, Sep 23-27, 2025. DOI GitHub
HyperSORT: Self-Organising Robust Training with hyper-networks.
MICCAI 2025 - 28th International Conference on Medical Image Computing and Computer Assisted Intervention. Daejeon, Republic of Korea, Sep 23-27, 2025. DOI GitHub
A Study in Scatter: Investigating Low-Contrast Image Contents Outside the X-Ray Collimation.
MSB EMERGE @MICCAI 2025 - 2nd MICCAI Student Board Emerge Workshop at the 28th International Conference on Medical Image Computing and Computer Assisted Intervention. Daejeon, Republic of Korea, Sep 23-27, 2025. URL
INR meets Multi-Contrast MRI Reconstruction.
RIME @MICCAI 2025 - 1st Workshop on Reconstruction and Imaging Motion Estimation at the 28th International Conference on Medical Image Computing and Computer Assisted Intervention. Daejeon, Republic of Korea, Sep 23-27, 2025. DOI
On Training Survival Models with Scoring Rules.
ECML-PKDD 2025 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Porto, Portugal, Sep 15-19, 2025. DOI
Reference-Free Rating of LLM Responses via Latent Information.
Preprint (Sep. 2025). arXiv
Learning from Editorial Decisions: Optimizing Audience-Wide Content Promotions with Causal Machine Learning.
Preprint (Sep. 2025). DOI
The Denario project: Deep knowledge AI agents for scientific discovery.
Preprint (Sep. 2025). arXiv GitHub
Towards atmospheric identification in chemical ionization mass spectrometry with machine learning.
EAC 2025 - European Aerosol Conference. Lecce, Italy, Aug 31-Sep 05, 2025. URL
From Code to Carbon: Being Energy Efficient while Coding.
ICSRF 2025 - International Conference on Sustainable & Resilient Futures: Bridging Science, Policy, & Practice . Kollam, India, Aug 29-Sep 01, 2025. DOI
Speech-Based Depressive Mood Detection in the Presence of Multiple Sclerosis: A Cross-Corpus and Cross-Lingual Study.
ICNLSP 2025 - 8th International Conference on Natural Language and Speech Processing. Odense, Denmark, Aug 25-27, 2025. URL
Domain adaptation and question-answer pooling for Aphasia modelling.
ICNLSP 2025 - 8th International Conference on Natural Language and Speech Processing. Odense, Denmark, Aug 25-27, 2025. URL
RunAndSchedule2Survive: Algorithm Scheduling Based on Run2Survive.
ACM Transactions on Evolutionary Learning and Optimization 5.3. Aug. 2025. DOI
Motion-robust T2* quantification from low-resolution gradient echo brain MRI with physics-informed deep learning.
Magnetic Resonance in Medicine 95.1. Aug. 2025. DOI
Deformable image registration of dark-field chest radiographs for functional lung assessment.
Medical Physics 52.8. Aug. 2025. DOI
MURI: High-Quality Instruction Tuning Datasets for Low-Resource Languages via Reverse Instructions.
Transactions of the Association for Computational Linguistics 13. Aug. 2025. DOI GitHub
MV-Debate: Multi-view Agent Debate with Dynamic Reflection Gating for Multimodal Harmful Content Detection in Social Media.
Preprint (Aug. 2025). arXiv
Language Model Re-rankers are Fooled by Lexical Similarities.
FEVER @ACL 2025 - 8th Fact Extraction and VERification Workshop at the 63rd Annual Meeting of the Association for Computational Linguistics. Vienna, Austria, Jul 27-Aug 01, 2025. DOI
NoLiMa: Long-Context Evaluation Beyond Literal Matching.
ICML 2025 - 42nd International Conference on Machine Learning. Vancouver, Canada, Jul 13-19, 2025. URL URL
Position: The Future of Bayesian Prediction Is Prior-Fitted.
ICML 2025 - 42nd International Conference on Machine Learning. Vancouver, Canada, Jul 13-19, 2025. URL
Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models.
ICML 2025 - 42nd International Conference on Machine Learning. Vancouver, Canada, Jul 13-19, 2025. URL GitHub
Open Source Planning & Control System with Language Agents for Autonomous Scientific Discovery.
ML4Astro @ICML 2025 - Machine Learning for Astrophysics at the 42nd International Conference on Machine Learning. Vancouver, Canada, Jul 13-19, 2025. PDF
OpenML: Insights from 10 years and more than a thousand papers.
Patterns 6.7. Jul. 2025. DOI GitHub
From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport.
CVPR 2025 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI
Semantic Library Adaptation: LoRA Retrieval and Fusion for Open-Vocabulary Semantic Segmentation.
CVPR 2025 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI
RADLER: Radar Object Detection Leveraging Semantic 3D City Models and Self-Supervised Radar-Image Learning.
PBVS @CVPR 2025 - 21st IEEE Workshop on Perception Beyond the Visible Spectrum at the IEEE/CVF Conference on Computer Vision and Pattern Recognition. Nashville, TN, USA, Jun 11-15, 2025. DOI GitHub
Navigating disruption in the PID landscape: embracing opportunities and anticipating threats in the next ten years.
Frontiers in Immunology 16. May. 2025. DOI
Evaluating Intra-firm LLM Alignment Strategies in Business Contexts.
Preprint (May. 2025). arXiv
MELT: Towards Automated Multimodal Emotion Data Annotation by Leveraging LLM Embedded Knowledge.
Preprint (May. 2025). arXiv
Investigating LLM-Driven Curiosity in Human-Robot Interaction.
CHI 2025 - ACM CHI Conference on Human Factors in Computing Systems. Yokohama, Japan, Apr 26-May 01, 2025. DOI
ToddlerDiffusion: Interactive Structured Image Generation with Cascaded Schrödinger Bridge.
ICLR 2025 - 13th International Conference on Learning Representations. Singapore, Apr 24-28, 2025. URL GitHub
What is Wrong with Perplexity for Long-context Language Modeling?
ICLR 2025 - 13th International Conference on Learning Representations. Singapore, Apr 24-28, 2025. URL GitHub
MaskBit: Embedding-free Image Generation via Bit Tokens.
ICLR 2025 - 13th International Conference on Learning Representations. Singapore, Apr 24-28, 2025. Journal Track. URL URL
Ultrasound Nerve Segmentation with Deep Learning for Leprosy.
ISBI 2025 - IEEE 22nd International Symposium on Biomedical Imaging. Houston, TX, USA, Apr 14-17, 2025. DOI
Differentially Private Active Learning: Balancing Effective Data Selection and Privacy.
SaTML 2025 - IEEE Conference on Secure and Trustworthy Machine Learning. Copenhagen, Denmark, Apr 09-11, 2025. DOI
Enhancing Emotional Text-to-Speech Controllability with Natural Language Guidance through Contrastive Learning and Diffusion Models.
ICASSP 2025 - IEEE International Conference on Acoustics, Speech and Signal Processing. Hyderabad, India, Apr 06-11, 2025. DOI
DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids.
ICASSP 2025 - IEEE International Conference on Acoustics, Speech and Signal Processing. Hyderabad, India, Apr 06-11, 2025. DOI
Unlocking the potential of digital pathology: Novel baselines for compression.
Journal of Pathology Informatics 17.100421. Apr. 2025. DOI
Masked Autoencoder Self Pre-Training for Defect Detection in Microelectronics.
Preprint (Apr. 2025). arXiv
SHAZAM: Self-Supervised Change Monitoring for Hazard Detection and Mapping.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Early Access. Mar. 2025. DOI GitHub
Statistical modelling of on-street parking spot occupancy in smart cities.
Journal of the Royal Statistical Society. Series C (Applied Statistics) 74.4. Mar. 2025. DOI
Surgical Flow Masked Autoencoder for Event Recognition.
Preprint (Mar. 2025). PDF
Relational Norms for Human-AI Cooperation.
Preprint (Feb. 2025). arXiv
Discrete Bayesian Sample Inference for Graph Generation.
Preprint (Feb. 2025). arXiv
Technical note: Towards atmospheric compound identification in chemical ionization mass spectrometry with pesticide standards and machine learning.
Atmospheric Chemistry and Physics 25.1. Jan. 2025. DOI
LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification.
Machine Learning for Biomedical Imaging 3.Special Issue. Jan. 2025. DOI GitHub
Deformable Image Registration of Dark-Field Chest Radiographs for Local Lung Signal Change Assessment.
Preprint (Jan. 2025). arXiv
Targeted Sequential Indirect Experiment Design.
NeurIPS 2024 - 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. DOI
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks Using the Marginal Likelihood.
NeurIPS 2024 - 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. DOI
ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization.
NeurIPS 2024 - 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. DOI GitHub
Expected Probabilistic Hierarchies.
NeurIPS 2024 - 38th Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 10-15, 2024. DOI
PERSEID - Perspectivist Irony Detection: A CALAMITA Challenge.
CLiC-it 2024 - 10th Italian Conference on Computational Linguistics. Pisa, Italy, Dec 04-06, 2024. URL
GFG - Gender-Fair Generation: A CALAMITA Challenge.
CLiC-it 2024 - 10th Italian Conference on Computational Linguistics. Pisa, Italy, Dec 04-06, 2024. URL
Probe set selection for targeted spatial transcriptomics.
Nature Methods 21. Dec. 2024. DOI
MaskBit: Embedding-free Image Generation via Bit Tokens.
Transactions on Machine Learning Research. Dec. 2024. Certifications: Reproducibility, Featured. URL
When Small Decisions Have Big Impact: Fairness Implications of Algorithmic Profiling Schemes.
ACM Journal on Responsible Computing. Nov. 2024. DOI
Point-of-care breath sample analysis by semiconductor-based E-Nose technology discriminates non-infected subjects from SARS-CoV-2 pneumonia patients: a multi-analyst experiment.
MedComm 5.11. Nov. 2024. DOI
Using voice analysis as an early indicator of risk for depression in young adults.
Preprint (Nov. 2024). arXiv
PHOCUS: Physics-Based Deconvolution for Ultrasound Resolution Enhancement.
ASMUS @MICCAI 2024 - 5th International Workshop on Advances in Simplifying Medical Ultrasound at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. ASMUS @MICCAI 2024 Best Paper Award. DOI
Unsupervised Similarity Learning for Image Registration with Energy-Based Models.
WBIR @MICCAI 2024 - 11th International Workshop on Biomedical Image Registration at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI
Artificial intelligence–based rapid brain volumetry substantially improves differential diagnosis in dementia.
Alzheimer’s and Dementia 16.e70037. Oct. 2024. DOI
GlobalPointer: Large-Scale Plane Adjustment with Bi-Convex Relaxation.
ECCV 2024 - 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. DOI GitHub
Progressive Optimization of Camera Pose and 4D Radiance Fields for long Endoscopic Videos.
NeuralBCC @ECCV 2024 - 1st Workshop on Neural Fields Beyond Conventional Cameras at the 18th European Conference on Computer Vision. Milano, Italy, Sep 29-Oct 04, 2024. PDF
A Comparative Analysis of Federated Learning for Speech-Based Cognitive Decline Detection.
INTERSPEECH 2024 - 25th Annual Conference of the International Speech Communication Association. Kos Island, Greece, Sep 01-05, 2024. PDF
Real-world PTSD Recognition: A Cross-corpus and Cross-linguistic Evaluation.
INTERSPEECH 2024 - 25th Annual Conference of the International Speech Communication Association. Kos Island, Greece, Sep 01-05, 2024. DOI
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition.
INTERSPEECH 2024 - 25th Annual Conference of the International Speech Communication Association. Kos Island, Greece, Sep 01-05, 2024. PDF
Through the Lens of Split Vote: Exploring Disagreement, Difficulty and Calibration in Legal Case Outcome Classification.
ACL 2024 - 62nd Annual Meeting of the Association for Computational Linguistics. Bangkok, Thailand, Aug 11-16, 2024. DOI
A Large-Scale Neutral Comparison Study of Survival Models on Low-Dimensional Data.
Statistical Computing 2024 - 54. Arbeitstagung der Arbeitsgruppen Statistical Computing, Klassifikation und Datenanalyse in den Biowissenschaften. Günzburg, Germany, Jul 28-31, 2024. PDF
Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI.
ICML 2024 - 41st International Conference on Machine Learning. Vienna, Austria, Jul 21-27, 2024. URL
Personalised Speech-Based PTSD Prediction Using Weighted-Instance Learning.
EMBC 2024 - 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Orlando, FL, USA, Jul 15-19, 2024. DOI
Learning Counterfactually Invariant Predictors.
Transactions on Machine Learning Research. Jul. 2024. URL
HouseCat6D -- A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios.
CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI
A Perspective on Deep Vision Performance with Standard Image and Video Codecs.
Workshop @CVPR 2024 - Workshop at the IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle, WA, USA, Jun 17-21, 2024. DOI
Divergent Token Metrics: Measuring degradation to prune away LLM components -- and optimize quantization.
NAACL 2024 - Annual Conference of the North American Chapter of the Association for Computational Linguistics. Mexico City, Mexico, Jun 16-21, 2024. DOI
TOPCAT: Topic-Oriented Protocol for Content Analysis of Text – A Preliminary Study.
NLP+CSS @NAACL 2024 - 6th Workshop on Natural Language Processing and Computational Social Science at the Annual Conference of the North American Chapter of the Association for Computational Linguistics. Mexico City, Mexico, Jun 16-21, 2024. URL
A Framework for Assurance Audits of Algorithmic Systems.
ACM FAccT 2024 - 7th ACM Conference on Fairness, Accountability, and Transparency. Rio de Janeiro, Brazil, Jun 03-06, 2024. DOI
SilverAlign: MT-Based Silver Data Algorithm for Evaluating Word Alignment.
LREC-COLING 2024 - Joint International Conference on Computational Linguistics, Language Resources and Evalutaion. Torino, Italy, May 20-25, 2024. URL
Implicit Neural Representations for Breathing-compensated Volume Reconstruction in Robotic Ultrasound Aorta Screening.
ICRA 2024 - IEEE International Conference on Robotics and Automation. Yokohoma, Japan, May 13-17, 2024. DOI
A Longitudinal In-the-Wild Investigation of Design Frictions to Prevent Smartphone Overuse.
CHI 2024 - ACM CHI Conference on Human Factors in Computing Systems. Honolulu, Hawaii, May 11-16, 2024. DOI
Species-aware DNA language models capture regulatory elements and their evolution.
Genome Biology 35.83. Apr. 2024. DOI
GPTopic: Dynamic and Interactive Topic Representations.
Preprint (Mar. 2024). arXiv GitHub
AMLB: an AutoML Benchmark.
Journal of Machine Learning Research 25.101. Feb. 2024. URL
Synthetic Optical Coherence Tomography Angiographs for Detailed Retinal Vessel Segmentation Without Human Annotations.
IEEE Transactions on Medical Imaging 43.6. Jan. 2024. DOI
MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. DOI
To adapt or not to adapt? Real-time adaptation for semantic segmentation.
ICCV 2023 - IEEE/CVF International Conference on Computer Vision. Paris, France, Oct 02-06, 2023. DOI
Improving Few-Shot Learning with Multilingual Transfer and Monte Carlo Training Set Selection.
LSD 2023 - CLASP Conference on Learning with Small Data. Gothenburg, Sweden, Sep 11-12, 2023. URL
In vivo myelin water quantification using diffusion--relaxation correlation MRI: A comparison of 1D and 2D methods.
Applied Magnetic Resonance 54. Aug. 2023. DOI
Collaborative nowcasting of COVID-19 hospitalization incidences in Germany.
PLOS Computational Biology 19.8. Aug. 2023. DOI
Weighting by Tying: A New Approach to Weighted Rank Correlation.
Preprint (Aug. 2023). arXiv
Compare-xAI: Toward Unifying Functional Testing Methods for Post-hoc XAI Algorithms into a Multi-dimensional Benchmark.
xAI 2023 - 1st World Conference on eXplainable Artificial Intelligence. Lisbon, Portugal, Jul 26-28, 2023. DOI GitHub
Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion.
ICML 2023 - 40th International Conference on Machine Learning. Honolulu, Hawaii, Jul 23-29, 2023. URL
Speaking Multiple Languages Affects the Moral Bias of Language Models.
Findings @ACL 2023 - Findings of the 61th Annual Meeting of the Association for Computational Linguistics. Toronto, Canada, Jul 09-14, 2023. DOI
Predicting cellular responses to complex perturbations in high-throughput screens.
Molecular Systems Biology 19.e11517. Jun. 2023. DOI
Gradient is All You Need?
Preprint (Jun. 2023). arXiv
Optimizing Data Shapley Interaction Calculation from $O(2^n)$ to $O(t n^2)$ for KNN models.
Preprint (Apr. 2023). arXiv
Modeling Stochastic Data Using Copulas for Applications in the Validation of Autonomous Driving.
Electronics 11.24. Dec. 2022. DOI
Benchmarking online sequence-to-sequence and character-based handwriting recognition from IMU-enhanced pens.
International Journal on Document Analysis and Recognition 25.4. Dec. 2022. DOI
Technical Design Space Analysis for Unobtrusive Driver Emotion Assessment Using Multi-Domain Context.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 6.4. Dec. 2022. DOI
Improving Inductive Link Prediction Using Hyper-Relational Facts (Extended Abstract).
IJCAI-ECAI 2022 - Best paper track at the 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence. Vienna, Austria, Jul 23-29, 2022. DOI
Alveolar macrophages in early stage COPD show functional deviations with properties of impaired immune activation.
Frontiers in Immunology 13. Jul. 2022. DOI
Query Embedding on Hyper-Relational Knowledge Graphs.
ICLR 2022 - 10th International Conference on Learning Representations. Virtual, Apr 25-29, 2022. URL GitHub
Machine learning for perturbational single-cell omics.
Cell Systems 12.6. Jun. 2021. DOI GitHub
Compositional perturbation autoencoder for single-cell response modeling.
Preprint (May. 2021). DOI
Automated Online Experiment-Driven Adaptation--Mechanics and Cost Aspects.
IEEE Access 9. Apr. 2021. DOI
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings.
Journal of Machine Learning Research 22.82. Mar. 2021. PDF
3D Deep Learning for Biological Function Prediction from Physical Fields.
3DV 2020 - 8th International Conference on 3D Vision. Virtual, Nov 25-28, 2020. DOI
Debiasing classifiers: is reality at variance with expectation?
Preprint (Nov. 2020). arXiv
Speech Synthesis and Control Using Differentiable DSP.
Preprint (Oct. 2020). arXiv
Alterations of multiple alveolar macrophage states in chronic obstructive pulmonary disease.
Preprint (May. 2020). DOI
Targeted pharmacological therapy restores β-cell function for diabetes remission.
Nature Metabolism 2. Feb. 2020. DOI
Graph Alignment Networks with Node Matching Scores.
Graph Representation Learning @NeurIPS 2019 - Workshop on Graph Representation Learning at the 33rd Conference on Neural Information Processing Systems. Vancouver, Canada, Dec 08-14, 2019. PDF
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