2 papers
cs.LG2025
CoopQ: Cooperative Game Inspired Layerwise Mixed Precision Quantization for LLMs
Junchen Zhao, Ali Derakhshan, Jayden Kana Hyman +3
Large Language Models (LLMs) promise impressive capabilities, yet their multi-billion-parameter scale makes on-device or low-resource deployment prohibitive. Mixed-precision quanti…
cs.CL2023
Robust Safety Classifier for Large Language Models: Adversarial Prompt Shield
Jinhwa Kim, Ali Derakhshan, Ian G. Harris
Large Language Models' safety remains a critical concern due to their vulnerability to adversarial attacks, which can prompt these systems to produce harmful responses. In the hear…