Authors

Keqiang Ren

Publications 1

Preprint Open access

REVOLVE: An Automated Closed-Loop Framework for Evolving Robot Manipulation with Minimal Human Intervention

Hanyu Liu, Qian Li, Yizhu Ding et al. · 2026

Recent advances in data-driven robot manipulation policies have substantially improved task execution and generalization. However, real-world deployment still relies heavily on humans for failure assessment, correction, and environment reset, while models often fail to continually learn from failures and corrective exp …

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