Efficient LLM Adversarial Training via Low-Rank Defense and Circuit-Guided Surrogates

Weiyi He, Yuping Lin, Jiliang Tang +1

Adversarial training is one of the most effective defenses against adversarial attacks, yet the computational cost remains prohibitive at modern scales, especially for large langua…