Publications

Talks, Poster

  • J.-J. Zhu, Distributionally robust chance constrained programs using maximum mean discrepancy, SafeRL2021 in the framework of the Conference NeurIPS2021 (Online Event), University of California at Berkeley, USA, December 13, 2021.

External Preprints

  • H. Abdulsamad, T. Dorau, B. Belousov, J.-J. Zhu, J. Peters, Distributionally robust trajectory optimization under uncertain dynamics via relative-entropy trust regions, Preprint no. arXiv:2103.15388, Cornell University Library, arXiv.org, 2021.

  • D. Agudelo-España, Y. Nemmour, B. Schölkopf, J.-J. Zhu, Shallow representation is deep: Learning uncertainty-aware and worst-case random feature dynamics, Preprint no. arXiv:2106.13066, Cornell University Library, arXiv.org, 2021.

  • Y. Nemmour, B. Schölkopf, J.-J. Zhu, Distributional robustness regularized scenario optimization with application to model predictive control, Preprint no. arXiv:2110.13588, Cornell University Library, arXiv.org, 2021.

  • J.-J. Zhu, Ch. Kouridi, Y. Nemmour, B. Schölkopf, Adversarially robust kernel smoothing, Preprint no. arXiv:2102.08474, Cornell University Library, arXiv.org, 2021.