Principles of Solomonoff Induction and AIXI
  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. 
Peter Sunehag and Marcus Hutter
cs.AI