Search Results for author: Edward S. Hu

Found 6 papers, 4 papers with code

Planning Goals for Exploration

1 code implementation23 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.

Training Robots to Evaluate Robots: Example-Based Interactive Reward Functions for Policy Learning

1 code implementation17 Dec 2022 Kun Huang, Edward S. Hu, Dinesh Jayaraman

Physical interactions can often help reveal information that is not readily apparent.

Transferable Visual Control Policies Through Robot-Awareness

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.

Know Thyself: Transferable Visual Control Policies Through Robot-Awareness

1 code implementation19 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.

Model-based Reinforcement Learning Transfer Learning +1

IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks

1 code implementation17 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.

Industrial Robots reinforcement-learning +2

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