Chu-Er Pan

EigenDEXplore: Structured Exploration for Dexterous Manipulation with Human Priors

Dexterous manipulation poses a challenging high-dimensional optimization problem, as useful behaviors require coordinated motion across many hand joints. In reinforcement learning (RL) and sampling-based trajectory optimization, exploration commonly relies on independent robot joint perturbations, making coordinated be...