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Poster
Tue 18:30 γ-ABC: Outlier-Robust Approximate Bayesian Computation Based on a Robust Divergence Estimator
Masahiro Fujisawa · Takeshi Teshima · Issei Sato · Masashi Sugiyama
Poster
Thu 7:30 Bayesian Inference with Certifiable Adversarial Robustness
Matthew Wicker · Luca Laurenti · Andrea Patane · Zhuotong Chen · Zheng Zhang · Marta Kwiatkowska
Poster
Wed 12:45 Understanding Robustness in Teacher-Student Setting: A New Perspective
Zhuolin Yang · Zhaoxi Chen · Tiffany Cai · Xinyun Chen · Bo Li · Yuandong Tian
Poster
Wed 12:45 Hidden Cost of Randomized Smoothing
Jeet Mohapatra · Ching-Yun Ko · Lily Weng · Pin-Yu Chen · Sijia Liu · Luca Daniel
Oral
Wed 8:45 Bandit algorithms: Letting go of logarithmic regret for statistical robustness
Kumar Ashutosh · Jayakrishnan Nair · Anmol Kagrecha · Krishna Jagannathan
Poster
Tue 18:30 Bandit algorithms: Letting go of logarithmic regret for statistical robustness
Kumar Ashutosh · Jayakrishnan Nair · Anmol Kagrecha · Krishna Jagannathan
Poster
Tue 18:30 Robust Imitation Learning from Noisy Demonstrations
Voot Tangkaratt · Nontawat Charoenphakdee · Masashi Sugiyama
Poster
Thu 7:30 Towards a Theoretical Understanding of the Robustness of Variational Autoencoders
Alexander Camuto · Matthew Willetts · Stephen Roberts · Chris Holmes · Tom Rainforth
Poster
Wed 6:00 Kernel Distributionally Robust Optimization: Generalized Duality Theorem and Stochastic Approximation
Jia-Jie Zhu · Wittawat Jitkrittum · Moritz Diehl · Bernhard Schölkopf
Poster
Wed 12:45 Deep Probabilistic Accelerated Evaluation: A Robust Certifiable Rare-Event Simulation Methodology for Black-Box Safety-Critical Systems
Mansur Arief · Zhiyuan Huang · Guru Koushik Senthil Kumar · Yuanlu Bai · Shengyi He · Wenhao Ding · Henry Lam · Ding Zhao
Poster
Tue 18:30 On Projection Robust Optimal Transport: Sample Complexity and Model Misspecification
Tianyi Lin · Zeyu Zheng · Elynn Chen · Marco Cuturi · Michael Jordan
Oral
Tue 11:00 Towards a Theoretical Understanding of the Robustness of Variational Autoencoders
Alexander Camuto · Matthew Willetts · Stephen Roberts · Chris Holmes · Tom Rainforth