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Part 4 of What Your RL Algorithm Actually Assumes — model-based vs. model-free, the assumptions table, AIXI as the incomputable ideal, and the unifying claim: representation is prior is assumption.
Newer textbook presenting AIXI and related universal agent theory with updated structure; suitable after the core UAI book.
Lecture on AIXI and universal intelligence theory with deep insights.
Formal theory of universal agents combining Solomonoff induction and sequential decision theory; foundational for AGI theory.