Learning Individual Motor Skills
. Learning from Few Demonstrations with Frame-Weighted Motion Generation. In 18th International Symposium on Experimental Robotics (ISER), 2023. accepted, arxiv version non final.
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. Robotic Fabric Flattening with Wrinkle Direction Detection. In 18th International Symposium on Experimental Robotics (ISER), 2023. accepted, arxiv version non final.
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. Stable Motion Primitives via Imitation and Contrastive Learning. IEEE Transactions on Robotics, ():1–20, 2023.
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. Learning Task-Parameterized Skills from Few Demonstrations. IEEE Robotics and Automation Letters, 7(2):4063–4070, 2022. The contents of this paper were also selected by ICRA'22 Program Committee for presentation at the Conference.
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. Imitation Learning with Inconsistent Demonstrations through Uncertainty-based Data Manipulation. In IEEE International Conference on Robotics and Automation (ICRA), pp. 3655–3661, 2021.
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. Policy Search for Motor Primitives in Robotics. Machine Learning, 84(1-2):171–203, 2011.
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. Imitation and Reinforcement Learning - Practical Algorithms for Motor Primitive Learning in Robotics. IEEE Robotics & Automation Magazine, 17(2):55–62, 2010.
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. Using Bayesian Dynamical Systems for Motion Template Libraries. In Advances in Neural Information Processing Systems 21 (NIPS 2008) (D. Koller, D. Schuurmans, Y. Bengio, L. Bottou, eds.), Curran Associates, Inc., pp. 297–304, 2009.
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. From Motor Learning to Interaction Learning in Robots (Olivier Sigaud, Jan Peters, eds.), chapter Imitation and Reinforcement Learning for Motor Primitives with Perceptual Coupling, Springer Verlag, vol. 264 of Studies in Computational Intelligence, pp. 209–225, 2010.
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Learning to Generalize Motor Skills
. Movement Templates for Learning of Hitting and Batting. In IEEE International Conference on Robotics and Automation (ICRA), pp. 69–82, 2010.
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. Reinforcement Learning to Adjust Parametrized Motor Primitives to New Situations. Autonomous Robots, 33(4):361–379, 2012.
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. Learning to Select and Generalize Striking Movements in Robot Table Tennis. International Journal of Robotics Research, 32(3):263–279, 2013.
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. Learning Throwing and Catching Skills. In IEEE/RSJ International Conference on Robot Systems (IROS), Video Track, pp. 5167–5168, 2012.
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Learning to Sequence Motor Skills
. Mixture of Attractors: A Novel Movement Primitive Representation for Learning Motor Skills From Demonstrations. IEEE Robotics and Automation Letters, 3(2):926–933, 2018.
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. Learning Movement Primitive Attractor Goals and Sequential Skills from Kinesthetic Demonstrations. Robotics and Autonomous Systems, 74(Part A):97–107, 2015.
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. Learning Movement Primitives for Force Interaction Tasks. In IEEE International Conference on Robotics and Automation (ICRA), pp. 3192–3199, 2015.
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