Prakash Panangaden
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126
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2026
Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems
The paper introduces the Markov decision contest, a new framework for reinforcement learning using pairwise preferences, and proves that stationary Markov policies are optimal and solvable efficiently.
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