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Jianchun Liu

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#human-computer interacti... Preprint Sep 2026

MotionQ: Operator-Conditioned Motion Quotients for Cross-Observation WiFi Gesture Recognition

Under a local linearization of the WiFi forward process, a common task-observability condition is derived under which a strict common linear representation is recoverable from every geometry-induced operator while preserving the gesture task.

Xiang Zhang, Huan Yan, Ge-Ying Yang et al. · 0 citations
Preprint Aug 2026

Pallas: A Proactive KV Cache Migration Framework for LLM Inference in AI-RAN

This work presents Pallas, a \textit{proactive} KV-cache migration framework that prepares the inference state at the predicted target before handover, in parallel with ongoing source-side inference and token delivery.

Tianhang Ding, Jian-Chun Liu, Hong-Li Xu · 0 citations
#diffusion models Preprint Jul 2026

Scaling Synthetic-Image Pre-Training for Federated Fine-Tuning of Large Vision Models

FeDiSyn is proposed, a unified framework that holistically considers the interplay between pre-training and FedFT to minimize the overall LVM training time and introduces a scaling law for FedFT pre-training to determine the optimal number of synthetic images, balancing pre-training benefit against generation/pre-train...

Qianpiao Ma, Xiaozhu Song, Junlong Zhou et al. · 0 citations

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