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DexPolicy introduces scheduled exploration for trajectory-guided dexterous manipulation, annealing exploration noise from broad to narrow during RL training and significantly boosting Target success on YCB objects and a RealMan RM75 robot arm across PPO, GRPO, and a flow-parameterized PPO variant.