Author

Yu-Hang Cao

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#machine learning Preprint Sep 2026

CacheReforge: Bounded Recovery for Stale KV Caches under Evolving Adapters

Large language models rely on KV caching to reduce repeated prefill computation in long context and interactive applications. As lightweight adapters evolve, cached states reflect earlier versions, so stale reuse distorts current model outputs, while complete affected suffix recomputation restores fidelity at substanti...

Yu-Hang Cao, Yan-Zhou Mu, Chun-Rong Fang et al. · 0 citations

#artificial intelligence Jun 2026

JoyAI-VL-Interaction: Real-Time Vision-Language Interaction Intelligence

Across six real-world scenarios, human raters prefer JoyAI-VL-Interaction over the in-app video-call assistants of Doubao and Gemini by a wide margin, and the first open, vision-driven interaction model released together with its training recipe, data, and complete deployable system.

Ding-Yu Yao, Jun Zhou, Chenxu Yang et al. · arXiv.org · 10 citations