Hongyang Zhang

Most-cited papers

Theoretically Principled Trade-off between Robustness and Accuracy
Hongyang Zhang, Yaodong Yu, Jian-Tao Jiao, E. Xing +2 more
2019International Conference on Machine Learning3,216 citations
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A Closer Look at Accuracy vs. Robustness
Yao-Yuan Yang, Cyrus Rashtchian, Hongyang Zhang, R. Salakhutdinov +1 more
2020Neural Information Processing Systems338 citations
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Algorithmic Regularization in Over-parameterized Matrix Sensing and Neural Networks with Quadratic Activations
Yuanzhi Li, Tengyu Ma, Hongyang Zhang
2017Annual Conference Computational Learning Theory331 citations
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Self-Adaptive Training: beyond Empirical Risk Minimization
Lang Huang, Chao Zhang, Hongyang Zhang
2020Neural Information Processing Systems262 citations
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Correct-N-Contrast: A Contrastive Approach for Improving Robustness to Spurious Correlations
Michael Zhang, N. Sohoni, Hongyang Zhang, Chelsea Finn +1 more
2022International Conference on Machine Learning254 citations Open access
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Understanding and Improving Information Transfer in Multi-Task Learning
Sen Wu, Hongyang Zhang, Christopher Ré
2020International Conference on Learning Representations191 citations
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RAIN: Your Language Models Can Align Themselves without Finetuning
Yuhui Li, Fang-Yun Wei, Jin-Jing Zhao, Chao Zhang +1 more
2023International Conference on Learning Representations189 citations Open access
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Learning and 1-bit Compressed Sensing under Asymmetric Noise
Pranjal Awasthi, Maria-Florina Balcan, Nika Haghtalab, Hongyang Zhang
2016Annual Conference Computational Learning Theory105 citations
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Approximate Personalized PageRank on Dynamic Graphs
Hongyang Zhang, Peter Löfgren, Ashish Goel
2016Knowledge Discovery and Data Mining100 citations Open access
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Differentially Private Clustering in High-Dimensional Euclidean Spaces
Maria-Florina Balcan, Travis Dick, Ying-Yu Liang, Wen-Long Mou +1 more
2017International Conference on Machine Learning96 citations
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On the Generalization Effects of Linear Transformations in Data Augmentation
Sen Wu, Hongyang Zhang, G. Valiant, Christopher Ré
2020International Conference on Machine Learning95 citations
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Random Smoothing Might be Unable to Certify 𝓁∞ Robustness for High-Dimensional Images
Avrim Blum, Travis Dick, N. Manoj, Hongyang Zhang
2020Journal of machine learning research86 citations
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Learning Over-Parametrized Two-Layer Neural Networks beyond NTK
Yuanzhi Li, Tengyu Ma, Hongyang Zhang
2020Annual Conference Computational Learning Theory82 citations
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Improved Regularization and Robustness for Fine-tuning in Neural Networks
Dong-Yue Li, Hongyang Zhang
2021Neural Information Processing Systems78 citations
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Robust latent low rank representation for subspace clustering
Hongyang Zhang, Zhou-Chen Lin, Chao Zhang, Junbin Gao
2014Neurocomputing75 citations
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zkDL: Efficient Zero-Knowledge Proofs of Deep Learning Training
Hao-Lun Sun, Tong-He Bai, Jason Li, Hongyang Zhang
2023IEEE Transactions on Information Forensics and Security69 citations Open access
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Adversarial Vision Challenge
Wieland Brendel, Jonas Rauber, Alexey Kurakin, Nicolas Papernot +20 more
2018The NeurIPS '18 Competition61 citations Open access
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Generalization in Graph Neural Networks: Improved PAC-Bayesian Bounds on Graph Diffusion
Haotian Ju, Dong-Yue Li, Aneesh Sharma, Hongyang Zhang
2023International Conference on Artificial Intelligence and Statistics57 citations Open access
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Design and Interpretation of Universal Adversarial Patches in Face Detection
Xiao Yang, Fang-Yun Wei, Hongyang Zhang, Xiang Ming +1 more
2019European Conference on Computer Vision51 citations Open access
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Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees
Haotian Ju, Dong-Yue Li, Hongyang Zhang
2022International Conference on Machine Learning50 citations Open access
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Noise-Tolerant Interactive Learning Using Pairwise Comparisons
Yichong Xu, Hongyang Zhang, K. Miller, Aarti Singh +1 more
2017Neural Information Processing Systems43 citations
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Incentive Ratios of Fisher Markets
Ning Chen, Xiaotie Deng, Hongyang Zhang, Jie Zhang
2012International Colloquium on Automata, Languages and Programming43 citations
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Exact Recoverability of Robust PCA via Outlier Pursuit with Tight Recovery Bounds
Hongyang Zhang, Zhou-Chen Lin, Chao Zhang, Edward Y. Chang
2015AAAI Conference on Artificial Intelligence42 citations Open access
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Deep Neural Networks with Multi-Branch Architectures Are Intrinsically Less Non-Convex
Hongyang Zhang, Jun-Ru Shao, R. Salakhutdinov
2019International Conference on Artificial Intelligence and Statistics40 citations
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Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling
Maria-Florina Balcan, Hongyang Zhang
2016Neural Information Processing Systems39 citations
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Self-Adaptive Training: Bridging Supervised and Self-Supervised Learning
Lang Huang, Chao Zhang, Hongyang Zhang
2021IEEE Transactions on Pattern Analysis and Machine Intelligence37 citations Open access
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Explanation of terms of grey incidence analysis models
Si-Feng Liu, Hongyang Zhang, Yingjie Yang
2017Grey Systems Theory and Application36 citations
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Causal Balancing for Domain Generalization
Xinyi Wang, Michael Stephen Saxon, Jiachen Li, Hongyang Zhang +2 more
2022International Conference on Learning Representations35 citations Open access
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Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients
Yi-Fei Huang, Yaodong Yu, Hongyang Zhang, Yi Ma +1 more
2020Mathematical and Scientific Machine Learning34 citations
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Sample and Computationally Efficient Learning Algorithms under S-Concave Distributions
Maria-Florina Balcan, Hongyang Zhang
2017Neural Information Processing Systems33 citations
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Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers
F. Yang, Hongyang Zhang, Sen Wu, Christopher Ré +1 more
2020Journal of machine learning research32 citations
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Adversarial Robustness Through Local Lipschitzness
Yao-Yuan Yang, Cyrus Rashtchian, Hongyang Zhang, R. Salakhutdinov +1 more
2020arXiv.org32 citations
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Robust regression estimation and inference in the presence of cellwise and casewise contamination
Andy Leung, Hongyang Zhang, R. Zamar
2015Computational Statistics & Data Analysis32 citations Open access
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A Counterexample for the Validity of Using Nuclear Norm as a Convex Surrogate of Rank
Hongyang Zhang, Zhou-Chen Lin, Chao Zhang
2013ECML/PKDD32 citations Open access
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Algorithmic Regularization in Over-parameterized Matrix Recovery
Yuanzhi Li, Tengyu Ma, Hongyang Zhang
2017arXiv.org31 citations
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Low-Rank Models in Visual Analysis: Theories, Algorithms, and Applications
Zhou-Chen Lin, Hongyang Zhang
201730 citations
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Relations Among Some Low-Rank Subspace Recovery Models
Hongyang Zhang, Zhou-Chen Lin, Chao Zhang, Junbin Gao
2014Neural Computation30 citations Open access
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Learning Over-Parametrized Two-Layer ReLU Neural Networks beyond NTK
Yuanzhi Li, Tengyu Ma, Hongyang Zhang
2020Annual Conference Computational Learning Theory29 citations
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RetrievalGuard: Provably Robust 1-Nearest Neighbor Image Retrieval
Yihan Wu, Hongyang Zhang, Heng Huang
2022International Conference on Machine Learning27 citations Open access
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Efficient Symmetric Norm Regression via Linear Sketching
Zhao Song, Ruosong Wang, Lin F. Yang, Hongyang Zhang +1 more
2019Neural Information Processing Systems26 citations
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Testing Matrix Rank, Optimally
Maria-Florina Balcan, Yi Li, David P. Woodruff, Hongyang Zhang
2018ACM-SIAM Symposium on Discrete Algorithms26 citations
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Stackelberg GAN: Towards Provable Minimax Equilibrium via Multi-Generator Architectures
Hongyang Zhang, Su-Su Xu, Jian-Tao Jiao, Peng-Tao Xie +2 more
2018arXiv.org26 citations
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Improved Algorithms for Adaptive Compressed Sensing
Vasileios Nakos, Xiaofei Shi, David P. Woodruff, Hongyang Zhang
2018International Colloquium on Automata, Languages and Programming25 citations
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Towards Transferable Unrestricted Adversarial Examples with Minimum Changes
Fangcheng Liu, Chao Zhang, Hongyang Zhang
20222023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML)24 citations Open access
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Identification of Negative Transfers in Multitask Learning Using Surrogate Models
Dong-Yue Li, H. L. Nguyen, Hongyang Zhang
2023Trans. Mach. Learn. Res.23 citations Open access
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Boosting Multitask Learning on Graphs through Higher-Order Task Affinities
Dong-Yue Li, Haotian Ju, Aneesh Sharma, Hongyang Zhang
2023Knowledge Discovery and Data Mining22 citations Open access
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Building Robust Ensembles via Margin Boosting
Dinghuai Zhang, Hongyang Zhang, Aaron C. Courville, Yoshua Bengio +2 more
2022International Conference on Machine Learning22 citations Open access
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Non-Convex Matrix Completion and Related Problems via Strong Duality
Maria-Florina Balcan, Ying-Yu Liang, Zhao Song, David P. Woodruff +1 more
2019Journal of machine learning research22 citations
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Computing the Nucleolus of Matching, Cover and Clique Games
Ning Chen, Pin-Yan Lu, Hongyang Zhang
2012AAAI Conference on Artificial Intelligence22 citations Open access
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On Strategy-Proof Allocation without Payments or Priors
Li-Ning Han, C. Su, Linpeng Tang, Hongyang Zhang
2011Workshop on Internet and Network Economics22 citations
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