Principles of Solomonoff Induction and AIXI

@inproceedings{Sunehag2011PrinciplesOS,
  title={Principles of Solomonoff Induction and AIXI},
  author={Peter Sunehag and Marcus Hutter},
  booktitle={Algorithmic Probability and Friends},
  year={2011}
}
We identify principles characterizing Solomonoff Induction by demands on an agent’s external behaviour. Key concepts are rationality, computability, indifference and time consistency. Furthermore, we discuss extensions to the full AI case to derive AIXI. 

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Statistical and Inductive Inference by Minimum Message Length

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