398 citations · 1.8k across the 163 of their papers we have counts for
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cs.AI2003
Sequence Prediction based on Monotone Complexity
Marcus Hutter
This paper studies sequence prediction based on the monotone Kolmogorov complexity Km=-log m, i.e. based on universal deterministic/one-part MDL. m is extremely close to Solomonoff…
cs.AI2003★ 6 cited
Universal Sequential Decisions in Unknown Environments
Marcus Hutter
We give a brief introduction to the AIXI model, which unifies and overcomes the limitations of sequential decision theory and universal Solomonoff induction. While the former theor…