AIBullisharXiv – CS AI · Mar 37/108
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MemPO: Self-Memory Policy Optimization for Long-Horizon Agents
Researchers propose MemPO (Self-Memory Policy Optimization), a new algorithm that enables AI agents to autonomously manage their memory during long-horizon tasks. The method achieves significant performance improvements with 25.98% F1 score gains over base models while reducing token usage by 67.58%.