265 citations · 424 across the 21 of their papers we have counts for
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cs.AI2011
Principles of Solomonoff Induction and AIXI
Peter Sunehag, Marcus Hutter
We identify principles characterizing Solomonoff Induction by demands on an agent's external behaviour. Key concepts are rationality, computability, indifference and time consisten…
cs.AI2011★ 3 cited
Feature Reinforcement Learning In Practice
Phuong Nguyen, Peter Sunehag, Marcus Hutter
Following a recent surge in using history-based methods for resolving perceptual aliasing in reinforcement learning, we introduce an algorithm based on the feature reinforcement le…
cs.LG2011
Axioms for Rational Reinforcement Learning
Peter Sunehag, Marcus Hutter
We provide a formal, simple and intuitive theory of rational decision making including sequential decisions that affect the environment. The theory has a geometric flavor, which ma…