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#reinforcement learning Open access Sep 2026

Dynamic Potential Field Exploration Framework: An Internal Value Construction Method Based on State Visitation History

Effective exploration in sparse-reward environments is one of the important challenges in reinforcement learning. Existing methods typically rely on external reward signals or intrinsic motivation mechanisms derived from rewards to establish behavioral value. However, when environmental feedback is extremely limited, a...

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