A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs
Authors: Kasimir Tanner, Matteo Vilucchio, Bruno Loureiro, Florent Krzakala | Published: 2024-02-08 | Updated: 2024-12-27
Convergence Property
Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers
Authors: Ron Dorfman, Naseem Yehya, Kfir Y. Levy | Published: 2024-02-05 | Updated: 2024-06-16
Zeroth-Order primal-dual Alternating Projection Gradient Algorithms for Nonconvex Minimax Problems with Coupled linear Constraints
Authors: Huiling Zhang, Zi Xu, Yuhong Dai | Published: 2024-01-26
The Surprising Harmfulness of Benign Overfitting for Adversarial Robustness
Authors: Yifan Hao, Tong Zhang | Published: 2024-01-19 | Updated: 2024-01-25
Unsupervised and Supervised learning by Dense Associative Memory under replica symmetry breaking
Authors: Linda Albanese, Andrea Alessandrelli, Alessia Annibale, Adriano Barra | Published: 2023-12-15
Are Normalizing Flows the Key to Unlocking the Exponential Mechanism?
Authors: Robert A. Bridges, Vandy J. Tombs, Christopher B. Stanley | Published: 2023-11-15 | Updated: 2024-06-11
Regularization properties of adversarially-trained linear regression
Authors: Antônio H. Ribeiro, Dave Zachariah, Francis Bach, Thomas B. Schön | Published: 2023-10-16
Demystifying Poisoning Backdoor Attacks from a Statistical Perspective
Authors: Ganghua Wang, Xun Xian, Jayanth Srinivasa, Ashish Kundu, Xuan Bi, Mingyi Hong, Jie Ding | Published: 2023-10-16 | Updated: 2023-10-18
Outlier Robust Adversarial Training
Authors: Shu Hu, Zhenhuan Yang, Xin Wang, Yiming Ying, Siwei Lyu | Published: 2023-09-10
An Ensemble Score Filter for Tracking High-Dimensional Nonlinear Dynamical Systems
Authors: Feng Bao, Zezhong Zhang, Guannan Zhang | Published: 2023-09-02 | Updated: 2024-08-13