no code implementations • 4 Jun 2024 • Sören Arlt, Haonan Duan, Felix Li, Sang Michael Xie, Yuhuai Wu, Mario Krenn
Artificial Intelligence (AI) has the potential to significantly advance scientific discovery by finding solutions beyond human capabilities.
1 code implementation • 21 Jun 2022 • Yuhuai Wu, Felix Li, Percy Liang
Second, to our surprise, we find that pre-training on a simple and generic synthetic task defined by the Set function achieves $65\%$ of the benefits, almost matching LIME.
no code implementations • 8 Jul 2019 • Ashwin Balakrishna, Brijen Thananjeyan, Jonathan Lee, Felix Li, Arsh Zahed, Joseph E. Gonzalez, Ken Goldberg
Existing on-policy imitation learning algorithms, such as DAgger, assume access to a fixed supervisor.
1 code implementation • 31 May 2019 • Brijen Thananjeyan, Ashwin Balakrishna, Ugo Rosolia, Felix Li, Rowan Mcallister, Joseph E. Gonzalez, Sergey Levine, Francesco Borrelli, Ken Goldberg
Reinforcement learning (RL) for robotics is challenging due to the difficulty in hand-engineering a dense cost function, which can lead to unintended behavior, and dynamical uncertainty, which makes exploration and constraint satisfaction challenging.
Model-based Reinforcement Learning reinforcement-learning +1