Author

Qing-Hua Xing

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Preprint Aug 2026

Emotion2Skill: Model-Internal Emotion Signals for Adaptive Skill Selection and Evolution

Skill-based LLM agents select reusable procedures from an external library to solve complex tasks, yet their routing decisions rely entirely on text-level signals such as task descriptions, verbal reflections, and experience-derived rules, while the model's own internal representational state remains unobserved. Recent...

Bo Lin, He-Jia Geng, Xinyi Xie et al. · 2 citations

#natural language process... Preprint Sep 2026

Cache-Aware Joint Router Adaptation for Memory-Efficient MoE Inference

Mixture-of-Experts (MoE) models activate few experts per token, yet their full expert sets can exceed GPU memory and require repeated weight transfers during decoding. We formulate expert-cache management as a model-side algorithmic problem and propose cache-aware post-training that jointly adapts the MoE backbone and...

Zhenhe Wu, Ya-Ping Jin, Qing-Hua Xing et al. · 2 citations