08.12.2023

MCML at NeurIPS 2023

21 Accepted Papers (15 Main, and 6 Workshops)

We are happy to announce that MCML researchers have contributed a total of 21 papers to NeurIPS 2023: 15 Main, and 6 Workshop papers. Congrats to our researchers!

Main Track (15 papers)

S. Chen • J. Gu • Z. Han • Y. Ma • P. Torr • V. Tresp
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. URL GitHub

D. Frauen • V. Melnychuk • S. Feuerriegel
Sharp Bounds for Generalized Causal Sensitivity Analysis.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

F. Fumagalli • M. Muschalik • P. Kolpaczki • E. Hüllermeier • B. Hammer
SHAP-IQ: Unified Approximation of any-order Shapley Interactions.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

M. Ghahremani • C. Wachinger
RegBN: Batch Normalization of Multimodal Data with Regularization.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL GitHub

C. Kümmerle • J. Maly
Recovering Simultaneously Structured Data via Non-Convex Iteratively Reweighted Least Squares.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

G. Kaissis • A. Ziller • S. Kolek • A. Riess • D. Rückert
Optimal privacy guarantees for a relaxed threat model: Addressing sub-optimal adversaries in differentially private machine learning.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

V. Melnychuk • D. Frauen • S. Feuerriegel
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

S. Maskey • R. Paolino • A. Bacho • G. Kutyniok
A Fractional Graph Laplacian Approach to Oversmoothing.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL GitHub

J. Schweisthal • D. Frauen • V. Melnychuk • S. Feuerriegel
Reliable Off-Policy Learning for Dosage Combinations.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

S. Šćepanović • I. Obadic • S. Joglekar • L. Giustarini • C. Nattero • D. Quercia • X. Zhu
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. URL

Y. Scholten • J. Schuchardt • A. Bojchevski • S. Günnemann
Hierarchical randomized smoothing.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

N. Sturma • C. Squires • M. Drton • C. Uhler
Unpaired Multi-Domain Causal Representation Learning.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

J. Schuchardt • Y. Scholten • S. Günnemann
Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

M. Seleznova • D. Weitzner • R. Giryes • G. Kutyniok • H.-H. Chou
Neural (Tangent Kernel) Collapse.
NeurIPS 2023 - 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

G. Zhai • E. P. Örnek • S.-C. Wu • Y. Di • F. Tombari • N. Navab • B. Busam
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. URL

Workshops (6 papers)

A. Koebler • T. Decker • M. Lebacher • I. Thon • V. Tresp • F. Buettner
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

R. Liao • X. Jia • Y. Ma • V. Tresp
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

X. Li • E. Nie • S. Liang
From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL.
Instruction Tuning and Instruction Following @NeurIPS 2023 - Workshop Instruction Tuning and Instruction Following at the 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

M. Singh • A. Fono • G. Kutyniok
Are Spiking Neural Networks more expressive than Artificial Neural Networks?
UniReps @NeurIPS 2023 - 1st Workshop on Unifying Representations in Neural Models at the 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL

Y. Zhang • Y. Li • H. Brown • M. Rezaei • B. Bischl • P. Torr • A. Khakzar • K. Kawaguchi
AttributionLab: Faithfulness of Feature Attribution Under Controllable Environments.
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

S. Zhang • P. Wicke • L. K. Senel • L. Figueredo • A. Naceri • S. Haddadin • B. Plank • H. Schütze
LoHoRavens: A Long-Horizon Language-Conditioned Benchmark for Robotic Tabletop Manipulation.
Robot Learning @NeurIPS 2023 - 6th Robot Learning Workshop: Pretraining, Fine-Tuning, and Generalization with Large Scale Models at the 37th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Dec 10-16, 2023. URL