Towards Understanding the Robustness of Sparse Autoencoders

Ahson Saiyed, Sabrina Sadiekh, Chirag Agarwal

Large Language Models (LLMs) remain vulnerable to optimization-based jailbreak attacks that exploit internal gradient structure. While Sparse Autoencoders (SAEs) are widely used fo…