26.11.2022

MCML at NeurIPS 2022

15 Accepted Papers (11 Main, and 4 Workshops)

We are happy to announce that MCML researchers have contributed a total of 15 papers to NeurIPS 2022: 11 Main, and 4 Workshop papers. Congrats to our researchers!

Main Track (11 papers)

H. Aliee • T. Richter • M. Solonin • I. Ibarra • F. J. Theis • N. Kilbertus
Sparsity in Continuous-Depth Neural Networks.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

J. Brandt • V. Bengs • B. Haddenhorst • E. Hüllermeier
Finding Optimal Arms in Non-stochastic Combinatorial Bandits with Semi-bandit Feedback and Finite Budget.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

V. Bengs • E. Hüllermeier • W. Waegeman
Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

A. Blattmann • R. Rombach • K. Oktay • B. Ommer
Retrieval-Augmented Diffusion Models.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

L. Hetzel • S. Boehm • N. Kilbertus • S. Günnemann • M. Lotfollahi • F. J. Theis
Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

H. H.-H. Hsu • Y. Shen • C. Tomani • D. Cremers
What Makes Graph Neural Networks Miscalibrated?
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

C. Koke • G. Kutyniok
Graph Scattering beyond Wavelet Shackles.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

S. Maskey • R. Levie • Y. Lee • G. Kutyniok
Generalization Analysis of Message Passing Neural Networks on Large Random Graphs.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

Y. Shen • D. Cremers
Deep Combinatorial Aggregation.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

Y. Scholten • J. Schuchardt • S. Geisler • A. Bojchevski • S. Günnemann
Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

Y. Zhou • G. Kutyniok • B. Ribeiro
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

Workshops (4 papers)

H. H.-H. Hsu • Y. Shen • D. Cremers
A Graph Is More Than Its Nodes: Towards Structured Uncertainty-Aware Learning on Graphs.
New Frontiers in Graph Learning @NeurIPS 2022 - Workshop on New Frontiers in Graph Learning at the 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

N. Hurmer • X.-Y. To • M. Binder • H. A. Gündüz • P. C. Münch • R. Mreches • A. C. McHardy • B. Bischl • M. Rezaei
Transformer Model for Genome Sequence Analysis.
LMRL @NeurIPS 2022 - Workshop on Learning Meaningful Representations of Life at the 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

J. Li • M. Zhao • Y. Xie • A. Maronikolakis • P. Pu • H. Schütze
This joke is [MASK]: Recognizing Humor and Offense with Prompting.
TL4NLP @NeurIPS 2022 - 1st Transfer Learning for Natural Language Processing Workshop at the 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL

I. Ziegler • B. Ma • E. Nie • B. Bischl • D. Rügamer • B. Schubert • E. Dorigatti
What cleaves? Is proteasomal cleavage prediction reaching a ceiling?
LMRL @NeurIPS 2022 - Workshop on Learning Meaningful Representations of Life at the 36th Conference on Neural Information Processing Systems. New Orleans, LA, USA, Nov 28-Dec 09, 2022. URL