Publications

Arseny Skryagin; Felix Divo; Mohammad Amin Ali; Devendra Singh Dhami; Kristian Kersting

Graph Neural Networks Need Cluster-Normalize-Activate Modules

In: Amir Globersons; Lester Mackey; Danielle Belgrave; Angela Fan; Ulrich Paquet; Jakub M. Tomczak; Cheng Zhang (Hrsg.). Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024. Neural Information Processing Systems (NeurIPS), arXiv, 2024.

Quentin Delfosse; Sebastian Sztwiertnia; Mark Rothermel; Wolfgang Stammer; Kristian Kersting

Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents

In: Amir Globersons; Lester Mackey; Danielle Belgrave; Angela Fan; Ulrich Paquet; Jakub M. Tomczak; Cheng Zhang (Hrsg.). Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024. International Conference on Neural Information Processing (ICONIP), arXiv, 2024.

David Steinmann; Wolfgang Stammer; Felix Friedrich; Kristian Kersting

Learning to Intervene on Concept Bottlenecks

In: Forty-first International Conference on Machine Learning, ICML 2024, Vienna, Austria, July 21-27, 2024. International Conference on Machine Learning (ICML), OpenReview.net, 2024.

Michael Poli; Armin W. Thomas; Eric Nguyen; Pragaash Ponnusamy; Björn Deiseroth; Kristian Kersting; Taiji Suzuki; Brian L. Hie; Stefano Ermon; Christopher Ré; Ce Zhang; Stefano Massaroli

Mechanistic Design and Scaling of Hybrid Architectures

In: Forty-first International Conference on Machine Learning, ICML 2024, Vienna, Austria, July 21-27, 2024. International Conference on Machine Learning (ICML), OpenReview.net, 2024.

Hikaru Shindo; Manuel Brack; Gopika Sudhakaran; Devendra Singh Dhami; Patrick Schramowski; Kristian Kersting

DeiSAM: Segment Anything with Deictic Prompting

In: Proceedings of the 38th Conference on Neural Information Processing Systems. Neural Information Processing Systems (NeurIPS-2024), Advances in Neural Information Processing Systems, 2024.

Miro Miranda Lorenz; Francisco Mena; Andreas Dengel

An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks

In: IDA 2025. International Symposium on Intelligent Data Analysis (IDA-2025), May 7-9, Konstanz, Germany, Springer, 5/2025.

Qiushi Guo; Shaoxiang Wang; Chun-Peng Chang; Jason Raphael Rambach

CACP: Context-Aware Copy-Paste to Enrich Image Content for Data Augmentation

In: Proceedings of the 1st Workshop on Exploring the Next Generation of Data. CVPR Workshop on Exploring the Next Generation of Data (NeXD-25), located at CVPR 2025, June 11, Nashville, TN, USA, IEEE, 2025.

Sara-Jane Bittner; Robert Andreas Leist; László Kopácsi; Omair Shahzad Bhatti; Abdulrahman Mohamed Selim; Michael Barz; Daniel Sonntag

Interactive Multimodal Photobook Co-Creation in Virtual Reality

In: Companion Proceedings of the 30th International Conference on Intelligent User Interfaces. International Conference on Intelligent User Interfaces (IUI-2025), March 24-27, Cagliari, Italy, Pages 146-151, ISBN 979-8-4007-1409-2, Association for Computing Machinery, New York, NY, USA, 3/2025.

Christoph Peter Balada; Aida Romano-Martinez; Vincent ten Cate; Katharina Geschke; Jonas Tesarz; Paul Claßen; Alexander K Schuster; Dativa Tibyampansha; Karl-Patrik Kresoja; Philipp S Wild; others

Deep Learning for Cardiovascular Risk Assessment: Proxy Features from Carotid Sonography as Predictors of Arterial Damage

In: Lecture Notes in Computer Science. Medical Image Understanding and Analysis (MIUA-2025), LNCS, Springer Nature, 2025.

Maximilian Hoffmann; Lukas Malburg; Ralph Bergmann

Augmentation of Semantic Processes for Deep Learning Applications

In: Applied Artificial Intelligence, Vol. 39, No. 1, Pages 1-48, Taylor & Francis, 2025.