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Abstract: Decision theory formally solves the problem of rational agents in uncertain worlds if the true environmental probability distribution is known. (Update)
Context of citations to this paper: More
...been introduced and discussed in March 2000 in [Hut00] in a 62 page long report. More succinct descriptions have been published in [Hut01d, Hut01e]. The AI# model has been argued to formally solve a number of problem classes, including sequence prediction, strategic games,...
...an environment can also use predictions of the future to compute action sequences that maximize expected future reward. Hutter s AIXI model [10] does exactly this, by combining Solomonoff s M based universal prediction scheme with an expectimax computation. It can be shown...
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4: The weighted majority algorithm - Littlestone, Warmuth - 1994
3: Convergence and error bounds of universal prediction for general alphabet - Hutter - 2001
3: Universal sequential search problems (context) - Levin - 1973
BibTeX entry: (Update)
M. Hutter. Towards a universal theory of artificial intelligence based on algorithmic probability and sequential decisions. Proceedings of the 12 Eurpean Conference on Machine Learning (ECML-2001), pages 226--238, 2001. http://citeseer.ist.psu.edu/hutter00towards.html More
@article{ hutter01towards,
author = "Marcus Hutter",
title = "Towards a Universal Theory of Artificial Intelligence Based on Algorithmic Probability and Sequential Decisions",
journal = "Lecture Notes in Computer Science",
volume = "2167",
pages = "226--??",
year = "2001",
url = "citeseer.ist.psu.edu/hutter00towards.html" }
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417 Stochastic Complexity in Statistical Inquiry (context) - Rissanen - 1989
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159 Three approaches to the quantitative definition of informati.. (context) - Kolmogorov - 1965
110 A theory of program size formally identical to information t.. - Chaitin - 1975
81 Universal prediction of individual sequences (context) - Feder, Merhav et al. - 1992
64 Universal sequential search problems (context) - Levin - 1973
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43 Randomness conservation inequalities: Information and indepe.. (context) - Levin - 1984
42 Learning simple concepts under simple distributions - Li, Vit'anyi - 1991
40 Inductive reasoning and Kolmogorov complexity (context) - Li, Vit'anyi - 1992
36 Discovering neural nets with low Kolmogorov complexity and h.. - Schmidhuber - 1997
33 Shifting inductive bias with success-story algorithm - Schmidhuber, Zhao et al. - 1997
31 Complexity-based induction systems: comparisons and converge.. (context) - Solomonoff - 1978
30 Artificial Intelligence (context) - Russell, Norvig - 1995
8 A search for the missing science of consciousness (context) - Penrose, the - 1994
6 Algorithmic information and evolution (context) - Chaitin - 1991
5 Optimality of universal prediction for general loss and alph.. (context) - Hutter - 2000
4 A theory of universal artificial intelligence based on algor.. - Hutter - 2000
3 formerly Soviet Mathematics-- Doklady (context) - G'acs, symmetry et al. - 1974
2 A formal theory of inductive inference: Part 1 and (context) - Solomonoff - 1964
2 Reinforcement learning: a survey (context) - Moore, Kaelbling et al. - 1996
2 New error bounds for Solomonoff prediction - Hutter - 1999
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