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Jia-Long Liu

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#artificial intelligence Review Oct 2026

AECG: Asymmetric Experience Consolidation and Governance In Multi-Agent Systems

Large language model (LLM)-based multi-agent systems increasingly rely on memory to transform execution trajectories into reusable procedural knowledge. Yet repeated retrieval also makes memory errors persistent: memory pollution arises when outdated, weakly supported, or spuriously successful procedures become recurri...

Ao-Li Tian, Jia-Long Liu, Da-Qi Zheng et al. · 0 citations

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