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Publikationen

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  1. Nayari Lessa; Melya Boukheddimi; Frank Kirchner

    Adversarial Priors Unleashed with Soft Actor Critic

    In: Women in Machine Learning Workshop (WiML 2025) at NeurIPS. Neural Information Processing Systems (NeurIPS-2025), 20th Women in Machine Learning Workshop (WiML 2025), December 2-7, San Diego, USA, USA, n.n. 12/2025.

  2. Jonas Seng; Fabrizio Ventola; Zhongjie Yu; Kristian Kersting

    Hyperparameter Optimization via Interacting with Probabilistic Circuits

    In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2505.17804, Pages 1-39, Computing Research Repository, 2025.

  3. Nick Kocher; Christian Wassermann; Leona Hennig; Jonas Seng; Holger H. Hoos; Kristian Kersting; Marius Lindauer; Matthias S. Müller

    Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks

    In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2505.15631, Pages 1-10, Computing Research Repository, 2025.

  4. Zihan Ye; Oleg Arenz; Kristian Kersting

    Learning from Less: Guiding Deep Reinforcement Learning with Differentiable Symbolic Planning

    In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2505.11661, Pages 1-23, Computing Research Repository, 2025.

  5. Théo Vincent; Daniel Palenicek; Boris Belousov; Jan Peters; Carlo D'Eramo

    Iterated emphQ-Network: Beyond One-Step Bellman Updates in Deep Reinforcement Learning

    In: Transactions on Machine Learning Research (TMLR), Vol. 2025, Pages 1-26, arXiv, 2025.

  6. Carlos E. Luis; Alessandro G. Bottero; Julia Vinogradska; Felix Berkenkamp; Jan Peters

    Uncertainty Representations in State-Space Layers for Deep Reinforcement Learning under Partial Observability

    In: Transactions on Machine Learning Research (TMLR), Vol. 2025, Pages 1-31, arXiv, 2025.

  7. An Thai Le; Khai Nguyen; Minh Nhat Vu; Joao Carvalho; Jan Peters

    Model Tensor Planning

    In: Transactions on Machine Learning Research (TMLR), Vol. 2025, Pages 1-24, arXiv, 2025.

  8. Alexander Schultheis; Yannis Bertrand; Joscha Grüger; Lukas Malburg; Ralph Bergmann; Estefanía Serral Asensio

    Case-based Data Quality Management for IoT Logs: A Case Study Focusing on Detection of Data Quality Issues

    In: Amiya Nayak (Hrsg.). IoT, Vol. 6, No. 4, MDPI, 10/2025.

  9. Nayari Lessa; Melya Boukheddimi; Frank Kirchner

    Unlocking the Potential of Soft Actor-Critic for Imitation Learning

    In: ArXiv e-prints (arxiv), Vol. 8, Pages 1-8, n.n. 10/2025.

  10. Junning Huang; Davide Tateo; Puze Liu; Jan Peters

    Adaptive Control Based Friction Estimation for Tracking Control of Robot Manipulators

    In: IEEE Robotics and Automation Letters (RA-L), Vol. 10, No. 3, Pages 2454-2461, IEEE, 2025.

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