4 citations · 4 across the 3 of their papers we have counts for
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cs.LG2023
Compilation as a Defense: Enhancing DL Model Attack Robustness via Tensor Optimization
Stefan Trawicki, William Hackett, Lewis Birch +2
Adversarial Machine Learning (AML) is a rapidly growing field of security research, with an often overlooked area being model attacks through side-channels. Previous works show suc…
cs.LG2023★ 4 cited
Model Leeching: An Extraction Attack Targeting LLMs
Lewis Birch, William Hackett, Stefan Trawicki +2
Model Leeching is a novel extraction attack targeting Large Language Models (LLMs), capable of distilling task-specific knowledge from a target LLM into a reduced parameter model.…