CALM: Conflict-Aware Lifecycle Memory Governance for Long-Horizon Language Agents
A memory can be outdated for present-day reasoning yet indispensable for reconstructing the past. Relevance-based retrieval overlooks this tension: semantic relevance, evidence-grounded validity, and query-specific eligibility are distinct. We propose CALM, a conflict-aware lifecycle memory governance framework that de...
Chang Li, Xian-Hao Ou, Xin Ma et al.
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