2 papers
cs.DC2026
EdgeCoInfer: Hierarchical Collaborative Inference for On-Device Multimodal Large Models
Lin Tan, Songtao Guo, Mingyan Li +1
To deliver ubiquitous intelligence, modern mobile applications increasingly execute concurrent Multimodal Large Language Models (MLLMs) on edge devices, presenting severe challenge…
cs.CR2025
SVDefense: Effective Defense against Gradient Inversion Attacks via Singular Value Decomposition
Chenxiang Luo, David K. Y. Yau, Qun Song
Federated learning (FL) enables collaborative model training without sharing raw data but is vulnerable to gradient inversion attacks (GIAs), where adversaries reconstruct private…