Author

Arun Jose

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Review Oct 2026

Model Organisms of Collusion: Corrective Transfer in Untrusted Monitors

AI control protocols aim to get useful work from models that may be misaligned by monitoring their behaviour. One approach uses a second copy of the same model as the monitor. This avoids relying on a weaker reviewer the model could outsmart, but risks collusion: the model, now monitoring itself, may cover up its own m...

Juan-Pablo Rivera, Ari Spiesberger, Juan J. Vazquez et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Shallow Beliefs: Synthetic document finetuning does not inoculate against emergent misalignment from reward hacking

It is shown that SDF can predictably steer downstream generalization when inserting new associations, but struggles and has unpredictable effects when overriding existing associations, such as that between reward hacking and misalignment that produces EM.

Arun Jose, J. Stastny · 0 citations