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Shu-Ting Cui

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#artificial intelligence Preprint Oct 2026

LatentRemedy: Efficient Remedy For Non-Prefix KV Cache Reuse in Multi-Agent Systems

Non-prefix KV cache reuse is a promising approach for improving inference efficiency in multi-agent systems as agents share the same context blocks. However, when agents have conflicting tasks, directly reusing non-prefix KV caches across agents can severely degrade model performance, causing up to a 90% drop. Existing...

Zhi-Wei Chen, Zhong-Tao Rao, Wai-Kit Xiu et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Learning to Revise Reasoning with Segment-wise On-Policy Distillation

On-policy distillation (OPD) improves large language model reasoning by training students on their own rollouts with dense token-wise supervision from the teacher. However, token-wise OPD does not explicitly provide a coherent alternative reasoning step showing how the student's step could be revised to improve subsequ...

Yu-Xiang Zhang, Ding Cao, Shu-Ting Cui et al. · 0 citations

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