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This is a linkpost for a new research paper of ours, introducing a simple but powerful technique for jailbreaking, Best-of-N Jailbreaking, which works across modalities (text, audio, vision) and shows power-law scaling in the amount of test-time compute used for the attack. Abstract > We introduce Best-of-N (BoN) Jailbreaking, a...
This is a preliminary research report; we are still building on initial work and would appreciate any feedback. Summary Polysemantic neurons (neurons that activate for a set of unrelated features) have been seen as a significant obstacle towards interpretability of task-optimized deep networks,[1] with implications for AI safety. The classic...