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cs.AI2026
From AGI to ASI
Tim Genewein, Matija Franklin, Alexander Lerchner +11
Over the last decade, building human-level artificial general intelligence has moved from far-fetched speculation to being a concrete next-decade target for many of the largest AI…
cs.AI2026
Value Under Ignorance in Universal Artificial Intelligence
Cole Wyeth, Marcus Hutter
We generalize the AIXI reinforcement learning agent to admit a wider class of utility functions. Assigning a utility to each possible interaction history forces us to confront the…
cs.AI2025
Formalizing Embeddedness Failures in Universal Artificial Intelligence
Cole Wyeth, Marcus Hutter
We rigorously discuss the commonly asserted failures of the AIXI reinforcement learning agent as a model of embedded agency. We attempt to formalize these failure modes and prove t…