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This work introduces Critic-Guided Synthetic Experience (CGSE) generation in world models, using the world model as a local transition generator, leveraging critic guidance to choose actions inside that model to generate synthetic experiences offline.
Theory and experiments suggest that capable AI agents may resist shutdown. Existing shutdown evaluations are informative but limited in coverage and vulnerable to evaluation awareness. We introduce ShutdownMod, a method that turns any agent trajectory into a shutdown evaluation by injecting a shutdown request into the...
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