Robust Estimation

Robust Adversarial Learning via Sparsifying Front Ends

Authors: Soorya Gopalakrishnan, Zhinus Marzi, Metehan Cekic, Upamanyu Madhow, Ramtin Pedarsani | Published: 2018-10-24 | Updated: 2021-05-25
Certified Robustness
Robust Estimation
Adversarial Transferability

One Bit Matters: Understanding Adversarial Examples as the Abuse of Redundancy

Authors: Jingkang Wang, Ruoxi Jia, Gerald Friedland, Bo Li, Costas Spanos | Published: 2018-10-23
Robust Estimation
Adversarial Example Detection
Adversarial Transferability

Sparse DNNs with Improved Adversarial Robustness

Authors: Yiwen Guo, Chao Zhang, Changshui Zhang, Yurong Chen | Published: 2018-10-23 | Updated: 2019-11-06
Impact of Sparsity
Data Curation
Robust Estimation

Generalized Byzantine-tolerant SGD

Authors: Cong Xie, Oluwasanmi Koyejo, Indranil Gupta | Published: 2018-02-27 | Updated: 2018-03-23
Robust Estimation
Adversarial Attack Analysis
Machine Learning Technology

Robust GANs against Dishonest Adversaries

Authors: Zhi Xu, Chengtao Li, Stefanie Jegelka | Published: 2018-02-27 | Updated: 2019-10-10
Robust Estimation
Adversarial Attack Analysis
Adversarial Training