Aixi

What You Assume vs. What You Compute

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.

An Introduction to Universal Artificial Intelligence

Notes

Newer textbook presenting AIXI and related universal agent theory with updated structure; suitable after the core UAI book.

Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

Notes

Lecture on AIXI and universal intelligence theory with deep insights.

Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability

Notes

Formal theory of universal agents combining Solomonoff induction and sequential decision theory; foundational for AGI theory.