02.01.2025

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MCML Researchers With 125 Papers in Highly-Ranked Journals

We are happy to announce that MCML researchers are represented in 2025 with 125 papers in highly-ranked journals. Congrats to our researchers!

A. Sanin • J. K. Flowers • T. H. Piotrowiak • F. Felsen • L. Merker • A. Ludwig • D. Bresser • H. S. Stein
Integrating Automated Electrochemistry and High-Throughput Characterization with Machine Learning to Explore Si─Ge─Sn Thin-Film Lithium Battery Anodes.
Advanced Energy Materials 15.11. Jan. 2025. DOI

S. Schluessel • B. Mueller • M. Drey • O. Tausendfreund • M. Rippl • L. Deissler • S. Martini • R. Schmidmaier • S. Stoecklein • M. Ingrisch
3D deep learning-based muscle volume quantification from thoracic CT as a surrogate for DXA-Derived appendicular muscle mass in older adults.
Aging Clinical and Experimental Research 37.296. Oct. 2025. DOI

M. Abrahamowicz • M.-E. Beauchamp • A.-L. Boulesteix • T. P. Morris • W. Sauerbrei • J. S. Kaufman • o. b. o. t. STRATOS Simulation Panel
Data-driven simulations to assess the impact of study imperfections in time-to-event analyses.
American Journal of Epidemiology 194.1. Jan. 2025. DOI

J. Kostin • F. Krahmer • D. Stöger
How robust is randomized blind deconvolution via nuclear norm minimization against adversarial noise?
Applied and Computational Harmonic Analysis 76.101746. Apr. 2025. DOI

H. Boche • A. Fono • G. Kutyniok
Mathematical Algorithm Design for Deep Learning under Societal and Judicial Constraints: The Algorithmic Transparency Requirement.
Applied and Computational Harmonic Analysis 77.101763. Jun. 2025. DOI

J. Homer • O. Friedrich • D. Grün
Simulation-based inference has its own Dodelson-Schneider effect (but it knows that it does).
Astronomy & Astrophysics 699.A213. Jul. 2025. DOI

S. Chang • P. Nayak • M. Walther • D. Grün
Human vs. machine -- 1:3. Joint analysis of classical and ML-based summary statistics of the Lyman-α forest.
Astronomy & Astrophysics In press. Aug. 2025. Preprint.

F. Bortolussi • H. Sandström • F. Partovi • J. Mikkilä • P. Rinke • M. Rissanen
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

J. Hingerl • A. Karollus • J. Gagneur
Flashzoi: An enhanced Borzoi for accelerated genomic analysis.
Bioinformatics 41.19. Sep. 2025. DOI

L. Burk • A. Bender • M. N. Wright
High-Dimensional Variable Selection With Competing Events Using Cooperative Penalized Regression.
Biometrical Journal 67.1. Feb. 2025. DOI

M. Wünsch • C. Sauer • M. Herrmann • L. C. Hinske • A.-L. Boulesteix
To tweak or not to tweak. How exploiting flexibilities in gene set analysis leads to over-optimism.
Biometrical Journal 67.1. Feb. 2025. DOI

A. S. Gutmann • M. M. Mandl • C. Rieder • D. J. Hoechter • K. Dietz • B. P. Geisler • A.-L. Boulesteix • R. Tomasi • L. C. Hinske
Comparing supervised machine learning algorithms for the prediction of partial arterial pressure of oxygen during craniotomy.
BMC Medical Informatics and Decision Making 25.326. Sep. 2025. DOI

Q. Li • H. Taubenböck • X. Zhu
Identification of the potential for roof greening using remote sensing and deep learning.
Cities 159.105782. Apr. 2025. DOI

M. Fornasier • L. Sun
A PDE Framework of Consensus-Based Optimization for Objectives with Multiple Global Minimizers.
Communications in Partial Differential Equations 50.4. Feb. 2025. DOI

S. Dutta • T. Kaufmann • G. Glavaš • I. Habernal • K. Kersting • F. Kreuter • M. Mezini • I. Gurevych • E. Hüllermeier • H. Schütze
Problem Solving Through Human-AI Preference-Based Cooperation.
Computational Linguistics. Sep. 2025. DOI

A. Triantafyllopoulos • A. Spiesberger • I. Tsangko • X. Jing • V. Distler • F. Dietz • F. Alt • B. W. Schuller
Vishing: Detecting social engineering in spoken communication — A first survey & urgent roadmap to address an emerging societal challenge.
Computer Speech and Language 94.101802. Nov. 2025. DOI

C. Saueressig • C. Delbridge • D. Scholz • A. Kazemi • M. Z. Khan • M. Metz • B. Meyer • M. Mitsdoerffer • P. J. Schüffler • B. Wiestler
From histology to diagnosis: Leveraging pathology foundation models for glioma classification.
Computers in Biology and Medicine 197.Part A. Oct. 2025. DOI

Z. Yuan • Z. Xiong • L. Mou • X. Zhu
ChatEarthNet: a global-scale image–text dataset empowering vision–language geo-foundation models.
Earth System Science Data 17.3. Mar. 2025. DOI

S. Ji • B. Zhang • H. S. Stein • Z. Zhang • J. Zhu
Explainable Artificial Intelligence of Things for Health Prognosis of Lithium-Ion Batteries.
Energy and Fuels 39.36. Aug. 2025. DOI

J. K. Throm • M. Milling • A. Triantafyllopoulos • A. Kathan • A. F. Dörsam • J. Löchner • B. W. Schuller • K. E. Giel
Affective Dimensions in Maternal Voice During Child Feeding in Mothers With and Without Eating Disorder History—Findings From a Machine Learning Analysis of Speech Data.
European Eating Disorders Review Early Access. Apr. 2025. DOI

D. Tschernutter • S. Feuerriegel
Data-driven dynamic police patrolling: An efficient Monte Carlo tree search.
European Journal of Operational Research 321.1. Feb. 2025. DOI

A. Maarouf • S. Feuerriegel • N. Pröllochs
A fused large language model for predicting startup success.
European Journal of Operational Research 322.1. Apr. 2025. DOI

A. T. Stüber • M. M. Heimer • J. Ta • M. P. Fabritius • B. F. Hoppe • G. Sheikh • M. Brendel • L. Unterrainer • P. Jurmeister • A. Tufman • J. Ricke • C. C. Cyran • M. Ingrisch
Replication study of PD-L1 status prediction in NSCLC using PET/CT radiomics.
European Journal of Radiology 183.111825. Feb. 2025. DOI

L. Nas • B. F. Hoppe • A. T. Stüber • S. Grosu • N. Fink • A. von Fragstein • J. Rudolph • J. Ricke • B. O. Sabel
Optimizing lower extremity CT angiography: A prospective study of individualized vs. fixed post-trigger delays in bolus tracking.
European Journal of Radiology 185.112009. Apr. 2025. DOI

S. Grosu • M. P. Fabritius • M. Winkelmann • D. Puhr-Westerheide • M. Ingenerf • S. Maurus • A. Graser • C. Schulz • T. Knösel • C. C. Cyran • J. Ricke • P. M. Kazmierczak • M. Ingrisch • P. Wesp
Effect of artificial intelligence-aided differentiation of adenomatous and non-adenomatous colorectal polyps at CT colonography on radiologists’ therapy management.
European Radiology Early Access. Jan. 2025. DOI

L. Mamede • R. C. Sabàb • S. Van Coillie • J. Prevot • S. Sánchez-Ramón • C. Poli • A. Barasa • B. W. Schuller • A. Hendel • N. Garcelon • C. Boersma • P. Lee • C. Booth • L. D. Notarangelo • J. Drabwell • N. L. Rider • F. Staal • S. O. Burns • M. van Hagen • M. Pergrnt • J. G. Rivière • N. Mahlaoui
Navigating disruption in the PID landscape: embracing opportunities and anticipating threats in the next ten years.
Frontiers in Immunology 16. May. 2025. DOI

C. S. Vetter • A. Bender • D. B. Dwyer • M. Montembeault • A. Ruef • K. Chrisholm • L. Kambeitz-Ilankovic • L. A. Antonucci • S. Ruhrmann • J. Kambeitz • M. Lichtenstein • A. Riecher • R. Upthegrove • R. K. R. Salokangas • J. Hietala • C. Pantelis • R. Lencer • E. Meisenzahl • S. Wood • P. Brambilla • S. Borgwardt • P. Falkai • A. Bertolino • N. Koutsouleris • PRONIA Consortium
Exploring the Predictive Value of Structural Covariance Networks for the Diagnosis of Schizophrenia.
Frontiers in Psychiatry 16. Jun. 2025. DOI

M. Milling • S. D. Rampp • A. Triantafyllopoulos • M. P. Plaza • J. O. Brunner • C. Traidl-Hoffmann • B. W. Schuller • A. Damialis
Automating airborne pollen classification: Identifying and interpreting hard samples for classifiers.
Heliyon 11.2. Jan. 2025. DOI GitHub

A. Taghipour • M. Ghahremani • M. Bennamoun • A. M. Rekavandi • Z. Li • H. Laga • F. Boussaid
Faster Image2Video Generation: A Closer Look at CLIP Image Embedding's Impact on Spatio-Temporal Cross-Attentions.
IEEE Access. Aug. 2025. DOI

H. Zhang • F. Tian • Y. Tan • L. Shen • E. Li • J. Ma • J. Liu • K. Qian • J. Li • B. Hu • Y. Yamamoto • B. W. Schuller
Towards Practical Colorectal Cancer Diagnosis: A Bowel Sound-Based System with Portable Sensor and On-Board Lightweight AI Model.
IEEE Internet of Things Journal Early Access. Aug. 2025. DOI

F. Tian • H. Zhang • Y. Tan • L. Zhu • L. Shen • K. Qian • B. Hu • B. W. Schuller • Y. Yamamoto
An On-Board Executable Multi-Feature Transfer-Enhanced Fusion Model for Three-Lead EEG Sensor-Assisted Depression Diagnosis.
IEEE Journal of Biomedical and Health Informatics 29.1. Jan. 2025. DOI

W. Qi • X. Xu • K. Qian • B. W. Schuller • G. Fortino • A. Aliverti
A Review of AIoT-Based Human Activity Recognition: From Application to Technique.
IEEE Journal of Biomedical and Health Informatics 29.4. Apr. 2025. DOI

X. Qiu • W. Qiu • Y. Zhang • K. Qian • C. Li • B. Hu • B. W. Schuller • Y. Yamamoto
FedKDC: Consensus-Driven Knowledge Distillation for Personalized Federated Learning in EEG-Based Emotion Recognition.
IEEE Journal of Biomedical and Health Informatics Early Access. Apr. 2025. DOI GitHub

J. Beck • L. M. Kemeter • K. Dürrbeck • M. H. I. Abdalla • F. Kreuter
Toward Integrating ChatGPT Into Satellite Image Annotation Workflows: A Comparison of Label Quality and Costs of Human and Automated Annotators.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 18. Jan. 2025. DOI

D. Zhao • M. Asgarimehr • K. Heidler • J. Wickert • X. Zhu • L. Mou
Deep Learning-Based GNSS-R Global Vegetation Water Content: Dataset, Estimation, and Uncertainty.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Early Access. Jun. 2025. DOI

S. Garske • K. Heidler • B. Evans • K. Wong • X. Zhu
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

D. Ostermeier • J. Külz • M. Althoff
Automatic Geometric Decomposition for Analytical Inverse Kinematics.
IEEE Robotics and Automation Letters 10.10. Oct. 2025. DOI

Y. Bi • Y. Su • N. Navab • Z. Jiang
Gaze-Guided Robotic Vascular Ultrasound Leveraging Human Intention Estimation.
IEEE Robotics and Automation Letters 10.4. Apr. 2025. DOI

J. Huang • P. K. Yu • N. Navab • B. Busam
TTAPose: Test-time Adaptation for Unseen Object Pose Estimation.
IEEE Robotics and Automation Letters 10.6. Apr. 2025. DOI

Y. Ma • Q. Khan • D. Cremers
MA-DV2F: A Multi-Agent Navigation Framework Using Dynamic Velocity Vector Field.
IEEE Robotics and Automation Letters 10.6. Jun. 2025. DOI GitHub

S. Wang • Q. Cheng • Q. Cheng • W. Zhang • S.-C. Wu • N. Zeller • D. Cremers • N. Navab
VoxNeRF: Bridging Voxel Representation and Neural Radiance Fields for Enhanced Indoor View Synthesis.
IEEE Robotics and Automation Letters 10.6. Jun. 2025. DOI

J. Xie • Y. Wang • X. Qian • J. Zhang • B. W. Schuller
Improving Bird Vocalization Recognition in Open-Set Cross-Corpus Scenarios with Semantic Feature Reconstruction and Dual Strategy Scoring.
IEEE Signal Processing Letters 32. Mar. 2025. DOI

A. Akman • Q. Sun • B. W. Schuller
Improving Audio Explanations using Audio Language Models.
IEEE Signal Processing Letters Early Access. Jan. 2025. DOI

L. Christ • S. Amiriparian • A. Kathan • N. Müller • A. König • B. W. Schuller
Towards Multimodal Prediction of Spontaneous Humor: A Novel Dataset and First Results.
IEEE Transactions on Affective Computing 16.2. Apr. 2025. DOI

X. Xu • B. W. Schuller • E. André • E. Cambria
Guest Editorial Extremely Low-Resource Autonomous Affective Learning.
IEEE Transactions on Affective Computing 16.3. Sep. 2025. DOI

L. Shen • H. Zhang • C. Zhu • R. Li • K. Qian • F. Tian • B. Hu • B. W. Schuller • Y. Yamamoto
Enhancing Emotion Regulation in Mental Disorder Treatment: An AIGC-based Closed-Loop Music Intervention System.
IEEE Transactions on Affective Computing Early Access. Apr. 2025. DOI

Z. Ge • X. Xu • H. Guo • B. W. Schuller
Multi-Task Partially Spoofed Speech Detection Using a Dual-View Graph Neural Network Assisted Segment-Level Module.
IEEE Transactions on Audio, Speech and Language Processing 33. Jul. 2025. DOI

Y. Sun • Y. Zhou • X. Xu • J. Qi • F. Xu • Z. Ren • B. W. Schuller
Weakly-Supervised Depression Detection in Speech Through Self-Learning Based Label Correction.
IEEE Transactions on Audio, Speech and Language Processing Early Access. Jan. 2025. DOI

Y. Yang • R. Liang • Y. Ni • Y. Xie • C. Zou • B. W. Schuller
A Non-intrusive Speech Quality Evaluation Framework for Hearing Aids Based on Speech Label Assistance and Multi-task Learning Strategy.
IEEE Transactions on Audio, Speech and Language Processing Early Access. Jul. 2025. DOI

J. Külz • M. Terzer • M. Magri • A. Giusti • M. Althoff
Holistic Construction Automation with Modular Robots: From High-Level Task Specification to Execution.
IEEE Transactions on Automation Science and Engineering Early Access. Jun. 2025. DOI

W. Huang • Z. Gu • Y. Shi • Z. Xiong • X. Zhu
Semi-Supervised Building Footprint Extraction Using Debiased Pseudo-Labels.
IEEE Transactions on Geoscience and Remote Sensing 63. Jan. 2025. DOI GitHub

C. Liu • C. M. Albrecht • Y. Wang • X. Zhu
CromSS: Cross-Modal Pretraining With Noisy Labels for Remote Sensing Image Segmentation.
IEEE Transactions on Geoscience and Remote Sensing 63. Mar. 2025. DOI GitHub

C. Schweden • K. Hechinger • G. Kauermann • X. Zhu
Can Uncertainty Quantification Benefit From Label Embeddings? A Case Study on Local Climate Zone Classification.
IEEE Transactions on Geoscience and Remote Sensing 63. May. 2025. DOI

S. Wang • N. A. A. Braham • X. Zhu
Weak-strong Graph Contrastive Learning Neural Network for Hyperspectral Image Classification.
IEEE Transactions on Geoscience and Remote Sensing Early Access. May. 2025. DOI GitHub

S. Zhao • Z. Xiong • X. Zhu
RainScaler: A Physics-inspired Network for Precipitation Correction and Downscaling.
IEEE Transactions on Geoscience and Remote Sensing Early Access. May. 2025. DOI GitHub

J. Li • T. Su • B. Zhao • F. Lv • Q. Wang • N. Navab • Y. Hu • Z. Jiang
Ultrasound Report Generation With Cross-Modality Feature Alignment via Unsupervised Guidance.
IEEE Transactions on Medical Imaging 44.1. Jan. 2025. DOI

A.-M. Rickmann • F. Bongratz • C. Wachinger
Vertex Correspondence and Self-Intersection Reduction in Cortical Surface Reconstruction.
IEEE Transactions on Medical Imaging Early Access. Apr. 2025. DOI

S. Starck • V. Sideri-Lampretsa • B. Kainz • M. J. Menten • T. T. Mueller • D. Rückert
Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases.
IEEE Transactions on Medical Imaging Early Access. Aug. 2025. DOI

M. Ghahremani • B. R. Ernhofer • J. Wang • M. Makowski • C. Wachinger
Organ-DETR: Organ Detection via Transformers.
IEEE Transactions on Medical Imaging Early Access. Feb. 2025. DOI URL

D. Huang • C. Li • A. Karlas • X. Chu • K. W. S. Au • N. Navab • Z. Jiang
VibNet: Vibration-Boosted Needle Detection in Ultrasound Images.
IEEE Transactions on Medical Imaging Early Access. Feb. 2025. DOI GitHub

A. Taghipour • M. Ghahremani • M. Bennamoun • A. M. Rekavandi • H. Laga • F. Boussaid
Box It to Bind It: Unified Layout Control and Attribute Binding in Text-to-Image Diffusion Models.
IEEE Transactions on Multimedia Early Access. Sep. 2025. DOI

F. Fan • Y. Shi • T. Guggemos • X. Zhu
Hybrid Quantum Deep Learning With Superpixel Encoding for Earth Observation Data Classification.
IEEE Transactions on Neural Networks and Learning Systems Early Access. Jan. 2025. DOI URL

L. Zhu • R. Wang • X. Jin • Y. Li • F. Tian • R. Cai • K. Qian • X. Hu • B. Hu • Y. Yamamoto • B. W. Schuller
Explainable Depression Classification Based on EEG Feature Selection from Audio Stimuli.
IEEE Transactions on Neural Systems and Rehabilitation Engineering Early Access. Apr. 2025. DOI

H. Li • X. Meng • X. Zuo • Z. Liu • H. Wang • D. Cremers
PG-SLAM: Photo-realistic and Geometry-aware RGB-D SLAM in Dynamic Environments.
IEEE Transactions on Robotics Early Access. Oct. 2025. DOI

P. Gupta • M. Wever • E. Hüllermeier
Information Leakage Detection through Approximate Bayes-optimal Prediction.
Information Sciences In Press, Journal Pre-proof.122419. Jun. 2025. DOI

Q. Li • L. Mou • Y. Shi • X. Zhu
BANet: A bilateral attention network for extracting changed buildings between remote sensing imagery and cadastral maps.
International Journal of Applied Earth Observation and Geoinformation 139.104486. May. 2025. DOI

Y. Mu • J. Guo • M. Shahzad • X. Zhu
National-scale tree species mapping with deep learning reveals forest management insights in Germany.
International Journal of Applied Earth Observation and Geoinformation 139.104522. May. 2025. DOI

X. Zhao • Z. Xiong • P. Karlshöfer • N. Tziolas • M. Wiesmeier • U. Heiden • X. Zhu
Soil organic carbon estimation using spaceborne hyperspectral composites on a large scale.
International Journal of Applied Earth Observation and Geoinformation 140. Jun. 2025. DOI

D. Strieder • M. Drton
Identifying total causal effects in linear models under partial homoscedasticity.
International Journal of Approximate Reasoning 183.109455. Aug. 2025. DOI

W. Mayr • A. Triantafyllopoulos • A. Batliner • B. W. Schuller • T. M. Berghaus
Assessing the Clinical and Functional Status of COPD Patients Using Speech Analysis During and After Exacerbation.
International Journal of Chronic Obstructive Pulmonary Disease 20. Jan. 2025. DOI

N. Heldring • A.-R. Rezaie • A. Larsson • R. Gahn • B. Zilg • S. Camilleri • A. Saade • P. Wesp • E. Palm • O. Kvist
A probability model for estimating age in young individuals relative to key legal thresholds: 15, 18 or 21-year.
International Journal of Legal Medicine 139.1. Jan. 2025. DOI

X.-Y. Tong • R. Dong • X. Zhu
Global high categorical resolution land cover mapping via weak supervision.
ISPRS Journal of Photogrammetry and Remote Sensing 220. Feb. 2025. DOI GitHub

Z. Li • D. Muhtar • F. Gu • X. Zhang • P. Xiao • G. He • X. Zhu
LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation.
ISPRS Journal of Photogrammetry and Remote Sensing 227. Sep. 2025. DOI GitHub

Q. Xu • L. F. De Vos • Y. Shi • N. Rüther • A. Bronstert • X. Zhu
Urban Flood Modeling and Forecasting with Deep Neural Operator and Transfer Learning.
Journal of Hydrology In Press, Journal Pre-proof.133705. Jun. 2025. DOI

K. Jin • J. Latz • C. Liu • A. Scagliotti
Losing momentum in continuous-time stochastic optimisation.
Journal of Machine Learning Research 26.148. Jun. 2025. URL

B. Lange
Moral parenthood: not gestational.
Journal of Medical Ethics 51.2. Jan. 2025. DOI

B. Lange
Moral parenthood and gestation: replies to Cordeiro, Murphy, Robinson and Baron.
Journal of Medical Ethics 51.2. Jan. 2025. DOI

M. Keinert • S. Pistrosch • A. Mallol-Ragolta • B. W. Schuller • M. Berking
Facial Emotion Recognition of 16 Distinct Emotions From Smartphone Videos: Comparative Study of Machine Learning and Human Performance.
Journal of Medical Internet Research 27. Jul. 2025. DOI

Y. S. Wang • M. Kolar • M. Drton
Confidence Sets for Causal Orderings.
Journal of the American Statistical Association. Oct. 2025. DOI

L. Zumeta-Olaskoaga • A. Bender • D.-J. Lee
Flexible modelling of time-varying exposures and recurrent events to analyse training load effects in team sports injuries.
Journal of the Royal Statistical Society. Series C (Applied Statistics) 74.2. Mar. 2025. DOI

M. Schneble • G. Kauermann
Statistical modelling of on-street parking spot occupancy in smart cities.
Journal of the Royal Statistical Society. Series C (Applied Statistics).qlaf017. Mar. 2025. DOI

H. Funk • R. Ludwig • H. Küchenhoff • T. Nagler
Towards more realistic climate model outputs: A multivariate bias correction based on zero-inflated vine copulas.
Journal of the Royal Statistical Society. Series C (Applied Statistics).qlaf044. Aug. 2025. DOI

J. Hanselle • S. Heid • J. Fürnkranz • E. Hüllermeier
Probabilistic scoring lists for interpretable machine learning.
Machine Learning 114.55. Feb. 2025. DOI

H. Eichhorn • V. Spieker • K. Hammernik • E. Saks • L. Felsner • K. Weiss • C. Preibisch • J. A. Schnabel
Motion-robust T2* quantification from low-resolution gradient echo brain MRI with physics-informed deep learning.
Magnetic Resonance in Medicine Early Access. Aug. 2025. DOI

Ö. Turgut • P. Müller • P. Hager • S. Shit • S. Starck • M. J. Menten • E. Martens • D. Rückert
Unlocking the diagnostic potential of electrocardiograms through information transfer from cardiac magnetic resonance imaging.
Medical Image Analysis 101.103451. Apr. 2025. DOI GitHub

A. Bitarafan • M. Mozafari • M. F. Azampour • M. S. Baghshah • N. Navab • A. Farshad
Self-supervised 3D medical image segmentation by flow-guided mask propagation learning.
Medical Image Analysis 101.103478. Apr. 2025. DOI GitHub

Y. Bi • L. Huang • R. Clarenbach • R. Ghotbi • A. Karlas • N. Navab • Z. Jiang
Synomaly noise and multi-stage diffusion: A novel approach for unsupervised anomaly detection in medical images.
Medical Image Analysis 105.103737. Oct. 2025. DOI GitHub

C. Wachinger • D. M. Hedderich • M. Thalhammer • F. Bongratz
Individualized mapping of aberrant cortical thickness via stochastic cortical self-reconstruction.
Medical Image Analysis In press.Journal Pre-proof. Sep. 2025. DOI

E. Eulig • F. Jäger • J. Maier • B. Ommer • M. Kachelrieß
Reconstructing and analyzing the invariances of low-dose CT image denoising networks.
Medical Physics 52. Jan. 2025. DOI

F. Drexel • V. Sideri-Lampretsa • H. Bast • A. W. Marka • T. Koehler • F. T. Gassert • D. Pfeiffer • D. Rückert • F. Pfeiffer
Deformable image registration of dark-field chest radiographs for functional lung assessment.
Medical Physics 52.8. Aug. 2025. DOI

T. Willem • V. A. Shitov • M. D. Luecken • N. Kilbertus • S. Bauer • M. Piraud • A. Buyx • F. J. Theis
Biases in machine-learning models of human single-cell data.
Nature Cell Biology. Feb. 2025. DOI

C. I. Bercea • B. Wiestler • D. Rückert • J. A. Schnabel
Evaluating normative representation learning in generative AI for robust anomaly detection in brain imaging.
Nature Communications 16.1624. Feb. 2025. DOI GitHub

M. Balcerak • J. Weidner • P. Karnakov • I. Ezhov • S. Litvinov • P. Koumoutsakos • T. Amiranashvili • R. Z. Zhang • J. S. Lowengrub • I. Yakushev • B. Wiestler • B. Menze
Individualizing glioma radiotherapy planning by optimization of a data and physics-informed discrete loss.
Nature Communications 16.5982. Jun. 2025. DOI

T. Li • S. Hofer • G. Moholdt • A. Igneczi • K. Heidler • X. Zhu • J. Bamber
Pervasive glacier retreats across Svalbard from 1985 to 2023.
Nature Communications 16.705. Jan. 2025. DOI

L. Skapetze • D. Koller • A. Zwergal • S. Feuerriegel • A. Rubinski • E. Grill
Monitoring changes in vitamin D levels during the COVID-19 pandemic with routinely-collected laboratory data.
Nature Communications 16.8772. Oct. 2025. DOI

P. T. da Silva • A. Karollus • J. Hingerl • G. S. T. Galindez • N. Wagner • X. Hernandez-Alias • D. Incarnato • J. Gagneur
Nucleotide dependency analysis of genomic language models detects functional elements.
Nature Genetics 57. Oct. 2025. DOI

A. Tejada-Lapuerta • P. Bertin • S. Bauer • H. Aliee • Y. Bengio • F. J. Theis
Causal machine learning for single-cell genomics.
Nature Genetics. Mar. 2025. DOI

T. Wiltgen • J. McGinnis • R. Berg • C. C. Voon • O. Puonti • K. Giglhuber • C. Ganter • C. Zimmer • B. Hemmer • B. Wiestler • J. Kirschke • C. Preibisch • M. Mühlau
Towards quantitative intensity analysis of conventional T1-weighted images in multiple sclerosis.
NeuroImage 318.121395. Sep. 2025. DOI

P. Pisal • O. Krejci • P. Rinke
Machine learning accelerated descriptor design for catalyst discovery in CO2 to methanol conversion.
npj Computational Materials 11.213. Jun. 2025. DOI

N. Santhanam • H. E. Kim • D. Rügamer • A. Bender • S. Muthers • C. G. Cho • A. Alonso • K. Szabo • F.-S. Centner • H. Wenz • T. Ganslandt • M. Platten • C. Groden • M. Neumaier • F. Siegel • M. E. Maros
Machine learning-based forecasting of daily acute ischemic stroke admissions using weather data.
npj Digital Medicine 8.225. Apr. 2025. DOI

E. Walter • T. Brock • P. Lahoud • N. Werner • F. Czaja • A. Tichy • C. Bumm • A. Bender • A. Castro • W. Teughels • F. Schwendicke • M. Folwaczny
Predictive modeling for step II therapy response in periodontitis - model development and validation.
npj Digital Medicine 8.445. Jul. 2025. DOI

R. Holland • T. R. P. Taylor • C. Holmes • S. Riedl • J. Mai • M. Patsiamanidi • D. Mitsopoulou • P. Hager • P. Müller • J. C. Paetzold • H. P. N. Scholl • H. Bogunović • U. Schmidt-Erfurth • D. Rückert • S. Sivaprasad • A. J. Lotery • M. J. Menten • O. b. o. t. PINNACLE consortium
Specialized curricula for training vision language models in retinal image analysis.
npj Digital Medicine 8.532. Aug. 2025. DOI

R. R. Valiev • R. T. Nasibullin • H. Sandström • P. Rinke • K. Puolamäki • T. Kurten
Predicting intersystem crossing rate constants of alkoxy-radical pairs with structure-based descriptors and machine learning.
Physical Chemistry Chemical Physics Advance Article. Jun. 2025. DOI

H. Homm • J. Laakso • P. Rinke
Efficient dataset generation for machine learning halide perovskite alloys.
Physical Review Materials 9.053802. May. 2025. DOI

P. Wicke • M. M. Bolognesi
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