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Jahr: 2022
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  1. Pascal Klink; Haoyi Yang; Carlo D'Eramo; Jan Peters; Joni Pajarinen

    Curriculum Reinforcement Learning via Constrained Optimal Transport

    In: Kamalika Chaudhuri; Stefanie Jegelka; Le Song; Csaba Szepesvári; Gang Niu; Sivan Sabato (Hrsg.). International Conference on Machine Learning, …

  2. Pascal Klink; Carlo D'Eramo; Jan Peters; Joni Pajarinen

    Boosted Curriculum Reinforcement Learning

    In: The Tenth International Conference on Learning Representations. International Conference on Learning Representations (ICLR-2022), April 25-29, …

  3. Vignesh Prasad; Dorothea Koert; Ruth Stock-Homburg; Jan Peters; Georgia Chalvatzaki

    MILD: Multimodal Interactive Latent Dynamics for Learning Human-Robot Interaction

    In: 21st IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2022), November 28-30, …

  4. Jo~ao Carvalho; Dorothea Koert; Marek Daniv; Jan Peters

    Adapting Object-Centric Probabilistic Movement Primitives with Residual Reinforcement Learning

    In: 21st IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2022), November 28-30, …

  5. Hamish Flynn; David Reeb; Melih Kandemir; Jan Peters

    PAC-Bayesian lifelong learning for multi-armed bandits

    In: Data Mining and Knowledge Discovery, Vol. 36, No. 2, Pages 841-876, Springer, 2022.

  6. Simone Parisi; Davide Tateo; Maximilian Hensel; Carlo D'Eramo; Jan Peters; Joni Pajarinen

    Long-Term Visitation Value for Deep Exploration in Sparse-Reward Reinforcement Learning

    In: Algorithms, Vol. 15, No. 3, Pages 0-10, MDPI, 2022.

  7. Philipp Woock; Ajish Babu

    Autonome Robotersysteme in der Altlastensanierung

    In: Volker Franzius; Michael Altenbockum; Thomas. Gerhold (Hrsg.). Handbuch Altlastensanierung und Flächenmanagement, Vol. 93. Aktualisierung, 3. …

  8. Patrick Gebhard; Dimitra Tsovaltzi; Tanja Schneeberger; Fabrizio Nunnari

    Serious Games with SIAs

    In: Birgit Lugrin; Catherine Pelachaud; David Traum. The Handbook on Socially Interactive Agents: 20 years of Research on Embodied Conversational …

  9. Silvan Mertes; Alexander Heimerl; Tanja Schneeberger; Tobias Baur; Ailin Liu; Linda Becker; Nicolas Rohleder; Patrick Gebhard; Elisabeth André

    Generating personalized behavioral feedback for a virtual job interview training system through adversarial learning

    In: Proceedings of the 23rd International Conference on Artificial Intelligence in Education. International Conference on Artificial Intelligence in …

  10. Jonathan Vorndamme; Jo~ao Carvalho; Riddhiman Laha; Dorothea Koert; Luis Figueredo; Jan Peters; Sami Haddadin

    Integrated Bi-Manual Motion Generation and Control shaped for Probabilistic Movement Primitives

    In: 21st IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2022), November 28-30, …

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