Research output

  1. 2016
  2. Published

    Pareto Front Identification from Stochastic Bandit Feedback

    Auer, P., Chiang, C-K., Ortner, R. & Drugan, M., 2016, Proceedings of the Nineteenth International Conference on Artificial Intelligence and Statistics, AISTATS 2016. p. 939-947 (JMLR Workshop and Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  3. 2014
  4. Published

    Algorithmic Learning Theory: 25th International Conference, ALT 2014 Bled, Slovenia, October 8-10, 2014 Proceedings

    Auer, P., Clark, A., Zeugmann, T. & Zilles, S., 1 Jan 2014, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Berlin, Vol. 8776. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8776).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  5. Published

    Editors’ introduction

    Auer, P., Clark, A., Zeugmann, T. & Zilles, S., 1 Jan 2014, In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 8776, p. 1-7 7 p.

    Research output: Contribution to journalEditorialpeer-review

  6. Published

    Regret Bounds for Restless Markov Bandits

    Ortner, R., Ryabko, D., Auer, P. & Munos, R., 2014, In: Theoretical Computer Science. 558, p. 62-76

    Research output: Contribution to journalArticleResearchpeer-review

  7. 2013
  8. Published

    Reinforcement Learning (Dagstuhl Seminar 13321)

    Auer, P., 2013, In: Dagstuhl Reports. 3, p. 1-26

    Research output: Contribution to journalArticleResearchpeer-review

  9. 2012
  10. Published

    Autonomous Exploration For Navigating In MDPs.

    Lim, S. H. & Auer, P., 2012, Proceedings of the 25th Annual Conference on Learning Theory. p. 40.1-40.24

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  11. Published

    Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments

    Seldin, Y., Szepesvári, C., Auer, P. & Abbasi-Yadkori, Y., 2012, Proceedings of the Tenth European Workshop on Reinforcement Learning, EWRL 2012. p. 103-116 (JMLR proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  12. Published

    PAC Subset Selection in Stochastic Multi-armed Bandits

    Kalyanakrishnan, S., Tewari, A., Auer, P. & Stone, P., 2012, Proceedings of the 29th International Conference on Machine Learning, ICML 2012.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  13. Published

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

    Seldin, Y., Cesa-Bianchi, N., Auer, P., Laviolette, F. & Shawe-Taylor, J., 2012, Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2. p. 98-111

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  14. Published

    PAC-Bayesian Analysis of Contextual Bandits

    Seldin, Y., Auer, P., Laviolette, F., Shawe-Taylor, J. S. & Ortner, R., 2012, Advances in Neural Information Processing Systems 24. MIT Press, p. 1683-1691

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

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