Publikationen

Harsh Poonia; Felix Divo; Kristian Kersting; Devendra Singh Dhami

Exploring Neural Granger Causality with xLSTMs: Unveiling Temporal Dependencies in Complex Data

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2502.09981, Pages 1-24, Computing Research Repository, 2025.

Can Cömer; Jannis Blüml; Cedric Derstroff; Kristian Kersting

Polynomial Regret Concentration of UCB for Non-Deterministic State Transitions

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2502.06900, Pages 1-10, Computing Research Repository, 2025.

Martin Mundt; Anaelia Ovalle; Felix Friedrich; Pranav Agrawal; Subarnaduti Paul; Manuel Brack; Kristian Kersting; William Agnew

The Cake that is Intelligence and Who Gets to Bake it: An AI Analogy and its Implications for Participation

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2502.03038, Pages 1-21, Computing Research Repository, 2025.

Simon Kohaut; Benedict Flade; Daniel Ochs; Devendra Singh Dhami; Julian Eggert; Kristian Kersting

Probabilistic Mission Design in Neuro-Symbolic Systems

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2501.01439, Pages 1-10, Computing Research Repository, 2025.

Jonas Seng; Florian Peter Busch; Pooja Prasad; Devendra Singh Dhami; Martin Mundt; Kristian Kersting

Scaling Probabilistic Circuits via Data Partitioning

In: Silvia Chiappa; Sara Magliacane (Hrsg.). Conference on Uncertainty in Artificial Intelligence, Rio Othon Palace, Rio de Janeiro, Brazil, 21-25 July 2025. International Conference on Uncertainty in AI (UAI), Pages 3701-3717, Proceedings of Machine Learning Research, Vol. 286, PMLR, 2025.

Moritz Willig; Tim Nelson Tobiasch; Florian Peter Busch; Jonas Seng; Devendra Singh Dhami; Kristian Kersting

Systems with Switching Causal Relations: A Meta-Causal Perspective

In: The Thirteenth International Conference on Learning Representations, ICLR 2025, Singapore, April 24-28, 2025. International Conference on Learning Representations (ICLR), OpenReview.net, 2025.

Sahil Sidheekh; Pranuthi Tenali; Saurabh Mathur; Erik Blasch; Kristian Kersting; Sriraam Natarajan

Credibility-Aware Multimodal Fusion Using Probabilistic Circuits

In: Yingzhen Li; Stephan Mandt; Shipra Agrawal; Mohammad Sadil Khan (Hrsg.). International Conference on Artificial Intelligence and Statistics, AISTATS 2025, Mai Khao, Thailand, 3-5 May 2025. International Conference on Artificial Intelligence and Statistics (AISTATS), Pages 2305-2313, Proceedings of Machine Learning Research, Vol. 258, PMLR, 2025.

Nils Dycke; Matej Zecevic; Ilia Kuznetsov; Beatrix Suess; Kristian Kersting; Iryna Gurevych

STRICTA: Structured Reasoning in Critical Text Assessment for Peer Review and Beyond

In: Wanxiang Che; Joyce Nabende; Ekaterina Shutova; Mohammad Taher Pilehvar (Hrsg.). Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025. Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL), Pages 22687-22727, Association for Computational Linguistics, 2025.

Hooman Tavakoli Ghinani; Nimesh Singh; Tatjana Legler; Achim Wagner; Martin Ruskowski

Synthetic Data and Active Learning for Efficient Object Detection

In: Janis Grabis; Yves Wautelet (Hrsg.). Advanced Information Systems Engineering Workshops - CAiSE 2025 Workshops - Proceedings. Workshop on Generation of Synthetic Datasets for Information Systems (GenSyn-2025), located at CaiSE 2025, June 16, Vienna, Austria, Pages 338-350, Lecture Notes in Business Information Processing (LNBIP), Vol. 556, ISBN 978-3-031-94931-9, Springer Nature, Cham, Switzerland, 2025.

Vinit Vikas Hegiste; Vidit Goyal; Tatjana Legler; Martin Ruskowski

Federated Action Recognition for Smart Worker Assistance Using FastPose

In: International Conference on Federated Learning Technologies and Applications. International Conference on Federated Learning Technologies and Applications (FLTA-2025), IEEE, 2025.