December 17, 2025
A Formal Theory of Inductive Inference (Parts I & II)
Notes
Foundational paper on algorithmic probability and universal induction. Basis for AIXI.
Algorithmic-Information
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December 17, 2025
An Introduction to Kolmogorov Complexity and Its Applications
Notes
The standard comprehensive reference on Kolmogorov complexity. Essential for understanding Solomonoff induction.
December 17, 2025
Complexity-Based Induction Systems: Comparisons and Convergence Theorems
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Later work on convergence properties of Solomonoff induction.
December 17, 2025
Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability
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Formal theory of universal agents combining Solomonoff induction and sequential decision theory; foundational for AGI theory.