2 papers
cs.LG2025
AMAQ: Adaptive Mixed-bit Activation Quantization for Collaborative Parameter Efficient Fine-tuning
Yurun Song, Zhuoyi Yang, Ian G. Harris +1
Large Language Models (LLMs) are scaling rapidly, creating significant challenges for collaborative server client distributed training, particularly in terms of communication effic…
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…