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PODS: Policy Optimization via Differentiable Simulation.

, , , , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 7805-7817. PMLR, (2021)

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Real-Time Remodeling of Granular Terrain for Robot Locomotion., , , , , and . Adv. Intell. Syst., (December 2022)Learning Human Search Behavior from Egocentric Visual Inputs., , , and . CoRR, (2020)Words into Action: Learning Diverse Humanoid Robot Behaviors using Language Guided Iterative Motion Refinement., , and . CoRR, (2023)Transforming a Quadruped into a Guide Robot for the Visually Impaired: Formalizing Wayfinding, Interaction Modeling, and Safety Mechanism., , , , , , and . CoRL, volume 229 of Proceedings of Machine Learning Research, page 2288-2303. PMLR, (2023)Task-based limb optimization for legged robots., , , , and . IROS, page 2062-2068. IEEE, (2016)Residual Physics Learning and System Identification for Sim-to-real Transfer of Policies on Buoyancy Assisted Legged Robots., , , , , and . IROS, page 392-399. (2023)CrossLoco: Human Motion Driven Control of Legged Robots via Guided Unsupervised Reinforcement Learning., , , , and . ICLR, OpenReview.net, (2024)AAMDM: Accelerated Auto-Regressive Motion Diffusion Model., , , , and . CVPR, page 1813-1823. IEEE, (2024)Learning Koopman Dynamics for Safe Legged Locomotion with Reinforcement Learning-based Controller., , , and . CoRR, (2024)Learning a unified control policy for safe falling., , and . IROS, page 3940-3947. IEEE, (2017)