MemSteer: Turning User Histories into Supervision for Agent Memory Optimization
MemSteer is introduced, which turns unlabeled user histories into question-answer (QA) supervision with supporting evidence for memory-design optimization and develops MemSteer-Opt, which combines QA-based design evaluation with evidence-guided failure diagnosis to revise memory store, retrieval, and context constructi...
Jie Huang, Cui-Ling Lan, Qi-Ze Yu et al.
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