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📄 ResearchJune 17, 2026

Benchmarking Action Spaces in Reinforcement Learning for Vision-based Robotic Manipulation

In real-world reinforcement learning (RL), the choice of action space can play a key role in shaping motion smoothness, safety, and overall task performance. In this study, we evaluate pose increment, pose velocity, joint position increment, and joint velocity across two vision-based manipulation ta...

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Source

http://arxiv.org/abs/2606.18594v1