2 papers
cs.LG2025
Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks
Ang Li, Yin Zhou, Vethavikashini Chithrra Raghuram +2
A high volume of recent ML security literature focuses on attacks against aligned large language models (LLMs). These attacks may extract private information or coerce the model in…
cs.CL2025
Exploiting Sparsity for Long Context Inference: Million Token Contexts on Commodity GPUs
Ryan Synk, Monte Hoover, John Kirchenbauer +6
There is growing demand for performing inference with hundreds of thousands of input tokens on trained transformer models. Inference at this extreme scale demands significant compu…