Preprint
Aug 2026
Stop When Memory Suffices: Evidence-Conditioned Progressive Execution for LLM Agents
This work introduces Router-Mem, an evidence-conditioned progressive execution framework for long-horizon agent memory that is trained with evidence-level supervision and rationale-conditioned representation distillation and achieves strong answer quality while maintaining low online latency.
Yidan Lin, Kai-Xiang Wang, Jiong Lou et al.
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