Research output

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  1. 2019
  2. Published

    Achieving Optimal Dynamic Regret for Non-stationary Bandits without Prior Information

    Auer, P., Chen, Y., Gajane, P., Lee, C-W., Luo, H., Ortner, R. & Wei, C-Y., 2019.

    Research output: Contribution to conference › Abstract › peer-review

  3. Published

    Adaptively Tracking the Best Bandit Arm with an Unknown Number of Distribution Changes

    Auer, P., Gajane, P. & Ortner, R., 2019, Proceedings of the 32nd Conference on Learning Theory, COLT 2019. p. 138-158

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  4. Published

    Variational Regret Bounds for Reinforcement Learning

    Ortner, R., Gajane, P. & Auer, P., 2019, Proceedings of The 35th Uncertainty in Artificial Intelligence Conference, UAI 2019. p. 81-90

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  5. Published

    Variational Regret Bounds for Reinforcement Learning

    Ortner, R., Gajane, P. & Auer, P., 2019.

    Research output: Contribution to conference › Paper › peer-review

  6. 2018
  7. Published

    Online learning with randomized feedback graphs for optimal PUE attacks in cognitive radio networks

    Dabaghchian, M., Alipour-Fanid, A., Zeng, K., Wang, Q. & Auer, P., 1 Oct 2018, In: IEEE ACM transactions on networking. 26, 5, p. 2268-2281 14 p., 8466108.

    Research output: Contribution to journal › Article › Research › peer-review

  8. Published

    A Sliding-Window Approach for Reinforcement Learning in MDPs with Arbitrarily Changing Rewards and Transitions.

    Gajane, P., Ortner, R. & Auer, P., 2018.

    Research output: Contribution to conference › Paper › peer-review

  9. Published

    Adaptively Tracking the Best Arm with an Unknown Number of Distribution Changes

    Auer, P., Gajane, P. & Ortner, R., 2018.

    Research output: Contribution to conference › Paper › peer-review

  10. Published

    Adaptively Tracking the Best Arm with an Unknown Number of Distribution Changes

    Auer, P., Gajane, P. & Ortner, R., 2018.

    Research output: Contribution to conference › Poster › Research › peer-review

  11. 2017
  12. Published

    Online Learning

    Auer, P., 2017, Encyclopedia of Machine Learning and Data Mining.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research

  13. 2016
  14. Published

    Algorithmic Learning Theory

    Auer, P., Clark, A. & Zeugmann, T., 18 Oct 2016, In: Theoretical Computer Science. 650, p. 1-3

    Research output: Contribution to journal › Special issue › Research › peer-review

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