PaperAgent
Nov 11, 2026 · Artificial Intelligence
EvoMemState: Self-Evolving Memory Paradigm for Personal Agents
Researchers from Xiamen and Jilin Universities propose EvoMemState, a state-centric memory paradigm for personal agents that evolves through ontology-guided induction, reinforcement learning, and state-aware reasoning, achieving 57.6-58.9% accuracy on MemSyco-Bench and 85.6% complete retrieval rate across benchmarks.
EvoMemStateLoCoMoLong-term Memory
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