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Xingfang Yuan

2 accepted papers

2025

Real-World Reinforcement Learning of Active Perception Behaviors

NeurIPS 2025poster

A robot's instantaneous sensory observations do not always reveal task-relevant state information. Under such partial observability, optimal behavior typically involves explicitly acting to gain the missing information. Today's standard robot learning techniques struggle to produce such active perce…

Cited by 0SourcecodeScholar
2025

RoboArena: Distributed Real-World Evaluation of Generalist Robot Policies

CoRL 2025oral

Comprehensive, unbiased, and comparable evaluation of modern generalist policies is uniquely challenging: existing approaches for robot benchmarking typically rely on heavy standardization, either by specifying fixed evaluation tasks and environments, or by hosting centralized "robot challenges", an…

Cited by 0SourceScholar