Author

Xin-Yu Piao

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#artificial intelligence Preprint Sep 2026

Residual Vector-based Reconstruction as Long-Context Recall Regardless of Context Window Size

A long-context recall method that maintains near-constant GPU memory usage as context length increases, without additional training is proposed, which enables answering single-fact questions in two-million-token story contexts where previous methods fail.

M. Ryu, Xin-Yu Piao, Jong-Kook Kim · 0 citations

Preprint Aug 2026

P2Skill: Privacy Preserving Skill Distillation for Cloud-Local LLM Inference Systems

P2Skill is proposed, a prompt-based skill distillation method in which a local small language model (SLM) autonomously performs decomposition, PII-aware routing, paraphrasing, and reconstruction by following the skill prompts.

M. Ryu, Geunpyo Park, Sungjoon Lee et al. · 1 citation · ⚡1