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cs.RO2024

ReKep: Spatio-Temporal Reasoning of Relational Keypoint Constraints for Robotic Manipulation

Wenlong Huang, Chen Wang, Yunzhu Li +2

Representing robotic manipulation tasks as constraints that associate the robot and the environment is a promising way to encode desired robot behaviors. However, it remains unclea…

cs.RO2024

TRANSIC: Sim-to-Real Policy Transfer by Learning from Online Correction

Yunfan Jiang, Chen Wang, Ruohan Zhang +2

Learning in simulation and transferring the learned policy to the real world has the potential to enable generalist robots. The key challenge of this approach is to address simulat…

cs.RO2024

ARCap: Collecting High-quality Human Demonstrations for Robot Learning with Augmented Reality Feedback

Sirui Chen, Chen Wang, Kaden Nguyen +2

Recent progress in imitation learning from human demonstrations has shown promising results in teaching robots manipulation skills. To further scale up training datasets, recent wo…

cs.RO2024

DexCap: Scalable and Portable Mocap Data Collection System for Dexterous Manipulation

Chen Wang, Haochen Shi, Weizhuo Wang +3

Imitation learning from human hand motion data presents a promising avenue for imbuing robots with human-like dexterity in real-world manipulation tasks. Despite this potential, su…

cs.RO2024

BEHAVIOR-1K: A Human-Centered, Embodied AI Benchmark with 1,000 Everyday Activities and Realistic Simulation

Chengshu Li, Ruohan Zhang, Josiah Wong +32

We present BEHAVIOR-1K, a comprehensive simulation benchmark for human-centered robotics. BEHAVIOR-1K includes two components, guided and motivated by the results of an extensive s…