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10/18/2019
Autonomous exploration for navigating in non-stationary CMPs
We consider a setting in which the objective is to learn to navigate in ...
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05/14/2019
Variational Regret Bounds for Reinforcement Learning
We consider undiscounted reinforcement learning in Markov decision proce...
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05/25/2018
A Sliding-Window Algorithm for Markov Decision Processes with Arbitrarily Changing Rewards and Transitions
We consider reinforcement learning in changing Markov Decision Processes...
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10/02/2014
PinView: Implicit Feedback in Content-Based Image Retrieval
This paper describes PinView, a content-based image retrieval system tha...
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09/12/2012
Regret Bounds for Restless Markov Bandits
We consider the restless Markov bandit problem, in which the state of ea...
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02/14/2012
Noisy Search with Comparative Feedback
We present theoretical results in terms of lower and upper bounds on the...
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10/31/2011
PAC-Bayesian Inequalities for Martingales
We present a set of high-probability inequalities that control the conce...
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05/23/2011
PAC-Bayesian Analysis of the Exploration-Exploitation Trade-off
We develop a coherent framework for integrative simultaneous analysis of...
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05/12/2011