1 code implementation • 23 Mar 2023 • Edward S. Hu, Richard Chang, Oleh Rybkin, Dinesh Jayaraman
We address this question within the goal-conditioned reinforcement learning paradigm, by identifying how the agent should set its goals at training time to maximize exploration.
1 code implementation • 17 Dec 2022 • Kun Huang, Edward S. Hu, Dinesh Jayaraman
Physical interactions can often help reveal information that is not readily apparent.
no code implementations • ICLR 2022 • Edward S. Hu, Kun Huang, Oleh Rybkin, Dinesh Jayaraman
Training visual control policies from scratch on a new robot typically requires generating large amounts of robot-specific data.
1 code implementation • 19 Jul 2021 • Edward S. Hu, Kun Huang, Oleh Rybkin, Dinesh Jayaraman
Training visual control policies from scratch on a new robot typically requires generating large amounts of robot-specific data.
no code implementations • 16 Dec 2019 • Youngwoon Lee, Edward S. Hu, Zhengyu Yang, Joseph J. Lim
Learning from demonstrations is a useful way to transfer a skill from one agent to another.
1 code implementation • 17 Nov 2019 • Youngwoon Lee, Edward S. Hu, Zhengyu Yang, Alex Yin, Joseph J. Lim
The IKEA Furniture Assembly Environment is one of the first benchmarks for testing and accelerating the automation of complex manipulation tasks.