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Fudan University, Shanghai Innovation Institute
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Experience-rich memory boosts agent performance in office workflows but can also lead to misleading recall, challenging traditional evaluation methods.
PPO's fixed clipping hurts exploration by squashing high-reward, low-probability actions, but BandPO fixes this with probability-aware bounds that boost performance.
