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Introduction and Opening Remarks
Huan Zhang · Linyi Li
Author Information
Huan Zhang (CMU)
Linyi Li (University of Illinois Urbana-Champaign)
A Ph.D. candidate working on robust machine learning and verification.
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2022 : Denoised Smoothing with Sample Rejection for Robustifying Pretrained Classifiers »
Fatemeh Sheikholeslami · Wan-Yi Lin · Jan Hendrik Metzen · Huan Zhang · J. Zico Kolter -
2022 : On the Robustness of Safe Reinforcement Learning under Observational Perturbations »
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2022 : Evaluating Worst Case Adversarial Weather Perturbations Robustness »
Yihan Wang · Yunhao Ba · Howard Zhang · Huan Zhang · Achuta Kadambi · Stefano Soatto · Alex Wong · Cho-Jui Hsieh -
2023 Poster: Provably Bounding Neural Network Preimages »
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2022 : Closing Remarks »
Huan Zhang · Linyi Li -
2022 : Panel Discussion »
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2022 Workshop: Trustworthy and Socially Responsible Machine Learning »
Huan Zhang · Linyi Li · Chaowei Xiao · J. Zico Kolter · Anima Anandkumar · Bo Li -
2022 Spotlight: Fairness in Federated Learning via Core-Stability »
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2022 Spotlight: LOT: Layer-wise Orthogonal Training on Improving l2 Certified Robustness »
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2022 Spotlight: Lightning Talks 5B-1 »
Devansh Arpit · Xiaojun Xu · Zifan Shi · Ivan Skorokhodov · Shayan Shekarforoush · Zhan Tong · Yiqun Wang · Shichong Peng · Linyi Li · Ivan Skorokhodov · Huan Wang · Yibing Song · David Lindell · Yinghao Xu · Seyed Alireza Moazenipourasil · Sergey Tulyakov · Peter Wonka · Yiqun Wang · Ke Li · David Fleet · Yujun Shen · Yingbo Zhou · Bo Li · Jue Wang · Peter Wonka · Marcus Brubaker · Caiming Xiong · Limin Wang · Deli Zhao · Qifeng Chen · Dit-Yan Yeung -
2022 Spotlight: Certifying Some Distributional Fairness with Subpopulation Decomposition »
Mintong Kang · Linyi Li · Maurice Weber · Yang Liu · Ce Zhang · Bo Li -
2022 Poster: Improving Certified Robustness via Statistical Learning with Logical Reasoning »
Zhuolin Yang · Zhikuan Zhao · Boxin Wang · Jiawei Zhang · Linyi Li · Hengzhi Pei · Bojan Karlaš · Ji Liu · Heng Guo · Ce Zhang · Bo Li -
2022 Poster: Fairness in Federated Learning via Core-Stability »
Bhaskar Ray Chaudhury · Linyi Li · Mintong Kang · Bo Li · Ruta Mehta -
2022 Poster: Certifying Some Distributional Fairness with Subpopulation Decomposition »
Mintong Kang · Linyi Li · Maurice Weber · Yang Liu · Ce Zhang · Bo Li -
2022 Poster: LOT: Layer-wise Orthogonal Training on Improving l2 Certified Robustness »
Xiaojun Xu · Linyi Li · Bo Li -
2022 Poster: Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound Propagation »
Zhouxing Shi · Yihan Wang · Huan Zhang · J. Zico Kolter · Cho-Jui Hsieh -
2022 Poster: Are AlphaZero-like Agents Robust to Adversarial Perturbations? »
Li-Cheng Lan · Huan Zhang · Ti-Rong Wu · Meng-Yu Tsai · I-Chen Wu · Cho-Jui Hsieh -
2022 Poster: General Cutting Planes for Bound-Propagation-Based Neural Network Verification »
Huan Zhang · Shiqi Wang · Kaidi Xu · Linyi Li · Bo Li · Suman Jana · Cho-Jui Hsieh · J. Zico Kolter -
2021 Poster: TRS: Transferability Reduced Ensemble via Promoting Gradient Diversity and Model Smoothness »
Zhuolin Yang · Linyi Li · Xiaojun Xu · Shiliang Zuo · Qian Chen · Pan Zhou · Benjamin Rubinstein · Ce Zhang · Bo Li -
2020 Poster: Automatic Perturbation Analysis for Scalable Certified Robustness and Beyond »
Kaidi Xu · Zhouxing Shi · Huan Zhang · Yihan Wang · Kai-Wei Chang · Minlie Huang · Bhavya Kailkhura · Xue Lin · Cho-Jui Hsieh -
2020 Poster: Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations »
Huan Zhang · Hongge Chen · Chaowei Xiao · Bo Li · Mingyan Liu · Duane Boning · Cho-Jui Hsieh -
2020 Spotlight: Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations »
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2020 Poster: An Efficient Adversarial Attack for Tree Ensembles »
Chong Zhang · Huan Zhang · Cho-Jui Hsieh