Certified Circuits: Stability Guarantees for Mechanistic Circuits 事件

Certified Circuits: Stability Guarantees for Mechanistic Circuits arXiv:2602.22968v3 Announce Type: replace-cross Abstract: Understanding how neural networks arrive at their predictions is essential for debugging, auditing, and deployment. Mechanistic interpretability pursues this goal by identifying circuits--minimal subnetworks responsible for specific behaviors. However, existing circuit discovery methods are brittle: circuits depend strongly on the chosen concept dataset and often fail to t