Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Hongyang Zhang

Self-Adaptive Training: Bridging the Supervised and Self-Supervised Learning


Jan 21, 2021
Lang Huang, Chao Zhang, Hongyang Zhang

* Journal version of arXiv:2002.10319 [cs.LG] (NeurIPS2020). 19 pages, 15 figures, 11 tables 

  Access Paper or Ask Questions

On the Power of Abstention and Data-Driven Decision Making for Adversarial Robustness


Oct 13, 2020
Maria-Florina Balcan, Avrim Blum, Dravyansh Sharma, Hongyang Zhang

* 31 pages, 9 figures 

  Access Paper or Ask Questions

Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients


Sep 28, 2020
Yifei Huang, Yaodong Yu, Hongyang Zhang, Yi Ma, Yuan Yao

* 16 pages 

  Access Paper or Ask Questions

Adversarial Robustness Through Local Lipschitzness


Apr 16, 2020
Yao-Yuan Yang, Cyrus Rashtchian, Hongyang Zhang, Ruslan Salakhutdinov, Kamalika Chaudhuri


  Access Paper or Ask Questions

Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images


Mar 05, 2020
Avrim Blum, Travis Dick, Naren Manoj, Hongyang Zhang

* 20 pages, 2 figures; Code is available at https://github.com/hongyanz/TRADES-smoothing 

  Access Paper or Ask Questions

Self-Adaptive Training: beyond Empirical Risk Minimization


Feb 24, 2020
Lang Huang, Chao Zhang, Hongyang Zhang

* 13 pages, 7 figures, 5 tables 

  Access Paper or Ask Questions

Design and Interpretation of Universal Adversarial Patches in Face Detection


Nov 30, 2019
Xiao Yang, Fangyun Wei, Hongyang Zhang, Xiang Ming, Jun Zhu

* 10 pages 

  Access Paper or Ask Questions

Optimal Analysis of Subset-Selection Based L_p Low Rank Approximation


Oct 30, 2019
Chen Dan, Hong Wang, Hongyang Zhang, Yuchen Zhou, Pradeep Ravikumar

* 20 pages, accepted by NeurIPS 2019 

  Access Paper or Ask Questions

Efficient Symmetric Norm Regression via Linear Sketching


Oct 07, 2019
Zhao Song, Ruosong Wang, Lin F. Yang, Hongyang Zhang, Peilin Zhong

* To appear in NeurIPS 2019. Fixed accidental missorting of author names 

  Access Paper or Ask Questions

Theoretically Principled Trade-off between Robustness and Accuracy


Jan 24, 2019
Hongyang Zhang, Yaodong Yu, Jiantao Jiao, Eric P. Xing, Laurent El Ghaoui, Michael I. Jordan

* Technical details of the winning entry to the NeurIPS 2018 Adversarial Vision Challenge 

  Access Paper or Ask Questions

Stackelberg GAN: Towards Provable Minimax Equilibrium via Multi-Generator Architectures


Nov 19, 2018
Hongyang Zhang, Susu Xu, Jiantao Jiao, Pengtao Xie, Ruslan Salakhutdinov, Eric P. Xing

* 27 pages, 13 figures, 6 tables 

  Access Paper or Ask Questions

Recovery Guarantees for Quadratic Tensors with Limited Observations


Oct 31, 2018
Hongyang Zhang, Vatsal Sharan, Moses Charikar, Yingyu Liang


  Access Paper or Ask Questions

Testing Matrix Rank, Optimally


Oct 18, 2018
Maria-Florina Balcan, Yi Li, David P. Woodruff, Hongyang Zhang

* 51 pages. To appear in SODA 2019 

  Access Paper or Ask Questions

Deep Neural Networks with Multi-Branch Architectures Are Less Non-Convex


Jun 21, 2018
Hongyang Zhang, Junru Shao, Ruslan Salakhutdinov

* 26 pages, 6 figures, 3 tables; v2 fixes some typos. arXiv admin note: text overlap with arXiv:1712.08559 by other authors 

  Access Paper or Ask Questions

Matrix Completion and Related Problems via Strong Duality


Apr 25, 2018
Maria-Florina Balcan, Yingyu Liang, David P. Woodruff, Hongyang Zhang

* 37 pages, 4 figures 

  Access Paper or Ask Questions

Algorithmic Regularization in Over-parameterized Matrix Sensing and Neural Networks with Quadratic Activations


Mar 19, 2018
Yuanzhi Li, Tengyu Ma, Hongyang Zhang

* clarified that the sensing matrices can be symmetric wlog and revised the quadratic neural nets section 

  Access Paper or Ask Questions

Sample and Computationally Efficient Learning Algorithms under S-Concave Distributions


Jan 27, 2018
Maria-Florina Balcan, Hongyang Zhang

* Appear in NIPS 2017 

  Access Paper or Ask Questions

Multi-rank Sparse Hierarchical Clustering


Jul 03, 2017
Hongyang Zhang, Ruben H. Zamar


  Access Paper or Ask Questions

Regression Phalanxes


Jul 03, 2017
Hongyang Zhang, William J. Welch, Ruben H. Zamar


  Access Paper or Ask Questions

Noise-Tolerant Interactive Learning from Pairwise Comparisons


May 19, 2017
Yichong Xu, Hongyang Zhang, Aarti Singh, Kyle Miller, Artur Dubrawski

* 28 pages, 1 figure, 3 tables 

  Access Paper or Ask Questions

Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling


Dec 01, 2016
Maria-Florina Balcan, Hongyang Zhang

* 24 pages, 5 figures in NIPS 2016 

  Access Paper or Ask Questions

Completing Low-Rank Matrices with Corrupted Samples from Few Coefficients in General Basis


May 23, 2016
Hongyang Zhang, Zhouchen Lin, Chao Zhang

* To appear in IEEE Transactions on Information Theory 

  Access Paper or Ask Questions

Relations among Some Low Rank Subspace Recovery Models


Dec 06, 2014
Hongyang Zhang, Zhouchen Lin, Chao Zhang, Junbin Gao

* Submitted to Neural Computation 

  Access Paper or Ask Questions

A Counterexample for the Validity of Using Nuclear Norm as a Convex Surrogate of Rank


Jul 01, 2013
Hongyang Zhang, Zhouchen Lin, Chao Zhang

* accepted by ECML PKDD2013 

  Access Paper or Ask Questions