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Autonomous exploration for navigating in non-stationary CMPs

Oct 18, 2019
Pratik Gajane, Ronald Ortner, Peter Auer, Csaba Szepesvari


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Variational Regret Bounds for Reinforcement Learning

May 23, 2019
Pratik Gajane, Ronald Ortner, Peter Auer

* To be presented at UAI 2019 

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A Sliding-Window Algorithm for Markov Decision Processes with Arbitrarily Changing Rewards and Transitions

May 25, 2018
Pratik Gajane, Ronald Ortner, Peter Auer


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Online Learning with Randomized Feedback Graphs for Optimal PUE Attacks in Cognitive Radio Networks

Mar 19, 2018
Monireh Dabaghchian, Amir Alipour-Fanid, Kai Zeng, Qingsi Wang, Peter Auer


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An algorithm with nearly optimal pseudo-regret for both stochastic and adversarial bandits

May 27, 2016
Peter Auer, Chao-Kai Chiang


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Upper-Confidence-Bound Algorithms for Active Learning in Multi-Armed Bandits

Jul 16, 2015
Alexandra Carpentier, Alessandro Lazaric, Mohammad Ghavamzadeh, Rémi Munos, Peter Auer, András Antos

* 30 pages, 2 Postscript figures, uses elsarticle.cls, earlier, shorter version published in Proceedings of the 22nd International Conference, Algorithmic Learning Theory 

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PinView: Implicit Feedback in Content-Based Image Retrieval

Oct 02, 2014
Zakria Hussain, Arto Klami, Jussi Kujala, Alex P. Leung, Kitsuchart Pasupa, Peter Auer, Samuel Kaski, Jorma Laaksonen, John Shawe-Taylor

* 12 pages 

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Regret Bounds for Restless Markov Bandits

Sep 12, 2012
Ronald Ortner, Daniil Ryabko, Peter Auer, RĂ©mi Munos

* Proceedings of ALT, Lyon, France, LNCS 7568, pp.214-228, 2012 
* In proceedings of The 23rd International Conference on Algorithmic Learning Theory (ALT 2012) 

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PAC-Bayesian Inequalities for Martingales

Jul 30, 2012
Yevgeny Seldin, François Laviolette, Nicolò Cesa-Bianchi, John Shawe-Taylor, Peter Auer


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Noisy Search with Comparative Feedback

Feb 14, 2012
Shiau Hong Lim, Peter Auer


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PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits

Jan 30, 2012
Yevgeny Seldin, Nicolò Cesa-Bianchi, Peter Auer, François Laviolette, John Shawe-Taylor


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PAC-Bayesian Analysis of the Exploration-Exploitation Trade-off

May 23, 2011
Yevgeny Seldin, Nicolò Cesa-Bianchi, François Laviolette, Peter Auer, John Shawe-Taylor, Jan Peters

* On-line Trading of Exploration and Exploitation 2 - ICML-2011 workshop. http://explo.cs.ucl.ac.uk/workshop/ 

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PAC-Bayesian Analysis of Martingales and Multiarmed Bandits

May 19, 2011
Yevgeny Seldin, François Laviolette, John Shawe-Taylor, Jan Peters, Peter Auer


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