Author

Hao-Yuan Xu

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#artificial intelligence Preprint Oct 2026

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A memory can be outdated for present-day reasoning yet indispensable for reconstructing the past.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. · 0 citations

#artificial intelligence Preprint Sep 2026

SAKI: Maximal-Coupling-Routed Teacher Supervision for On-Policy Distillation

This work introduces SAKI (Supervision Allocation with KL-constrained Interpolation), which combines a KL-constrained teacher-guided rollout with maximal coupling and reuses realized accept/correction events to route token-level supervision.

Miteto Wei, Xiao-Han Wang, Ze-Hao Chen et al. · 0 citations