Deceptive Automated Interpretability: Language Models Coordinating to Fool Oversight Systems

Simon Lermen, Mateusz Dziemian, Natalia Pérez-Campanero Antolín

We demonstrate how AI agents can coordinate to deceive oversight systems using automated interpretability of neural networks. Using sparse autoencoders (SAEs) as our experimental f…