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Safe Reinforcement Learning of Dynamic High-Dimensional Robotic Tasks: Navigation, Manipulation, Interaction.

, , , , , , and . ICRA, page 9449-9456. IEEE, (2023)

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Fast Kinodynamic Planning on the Constraint Manifold with Deep Neural Networks., , , , , , and . CoRR, (2023)Building structured hierarchical agents.. Polytechnic University of Milan, Italy, (2019)Robot Reinforcement Learning on the Constraint Manifold., , , and . CoRL, volume 164 of Proceedings of Machine Learning Research, page 1357-1366. PMLR, (2021)Towards Transferring Tactile-based Continuous Force Control Policies from Simulation to Robot., , , , , , and . CoRR, (2023)Structured Policy Representation: Imposing Stability in arbitrarily conditioned dynamic systems., , , and . CoRR, (2020)Time-Efficient Reinforcement Learning with Stochastic Stateful Policies., , , and . CoRR, (2023)Learning-based Design and Control for Quadrupedal Robots with Parallel-Elastic Actuators., , , , , , and . CoRR, (2023)Exploiting structure and uncertainty of Bellman updates in Markov decision processes., , , , and . SSCI, page 1-8. IEEE, (2017)ImitationFlow: Learning Deep Stable Stochastic Dynamic Systems by Normalizing Flows., , , and . IROS, page 5231-5237. IEEE, (2020)Dimensionality Reduction and Prioritized Exploration for Policy Search., , , and . AISTATS, volume 151 of Proceedings of Machine Learning Research, page 2134-2157. PMLR, (2022)