2 citations · 4 across the 13 of their papers we have counts for
Showing 2026Show all
3 papers · 1 filter
cs.LG2026
Key-Embedded Privacy for Decentralized AI in Biomedical Omics
Rongyu Zhang, Hongyu Dong, Gaole Dai +13
The rapid adoption of data-driven methods in biomedicine has intensified concerns over privacy, governance, and regulation, limiting raw data sharing and hindering the assembly of…
cs.AR2026
A Switch-Centric In-Network Architecture for Accelerating LLM Inference in Shared-Memory Network
Aojie Jiang, Kang Zhu, Zhiheng Zhang +4
Tensor parallelism (TP) has become a key technique for latency-sensitive LLM inference, but it introduces frequent, tightly synchronized All-Reduce operations that lie directly on…
cs.DC2026★ 1 cited
A Scheduling Framework for Efficient MoE Inference on Edge GPU-NDP Systems
Qi Wu, Chao Fang, Jiayuan Chen +5
Mixture-of-Experts (MoE) models facilitate edge deployment by decoupling model capacity from active computation, yet their large memory footprint drives the need for GPU systems wi…