edge computing 1large language models 1model compression 1privacy attacks 1security-efficiency tradeoff 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CR2026
Securing LLMs in the Wild: Privacy and Security Challenges at the Edge
Ren-Yi Huang, Mingchen Li, Dumindu Samaraweera +1
The paper examines how efficiency‑focused optimizations for deploying large language models on edge devices create new security and privacy vulnerabilities, and it introduces a tax…
cs.LG2025
Exploiting Meta-Learning-based Poisoning Attacks for Graph Link Prediction
Mingchen Li, Di Zhuang, Keyu Chen +2
Link prediction in graph data uses various algorithms and Graph Nerual Network (GNN) models to predict potential relationships between graph nodes. These techniques have found wide…