Robustness Improvement Method

Towards Robustness against Unsuspicious Adversarial Examples

Authors: Liang Tong, Minzhe Guo, Atul Prakash, Yevgeniy Vorobeychik | Published: 2020-05-08 | Updated: 2020-10-08
Robustness Improvement Method
Adversarial Example
Adversarial Training

Towards Frequency-Based Explanation for Robust CNN

Authors: Zifan Wang, Yilin Yang, Ankit Shrivastava, Varun Rawal, Zihao Ding | Published: 2020-05-06
Robustness Improvement Method
Frequency Component Analysis
Adversarial Example

Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder

Authors: Guanlin Li, Shuya Ding, Jun Luo, Chang Liu | Published: 2020-05-06
Algorithm
Robustness Improvement Method
Adversarial Attack Detection

Adversarial Training against Location-Optimized Adversarial Patches

Authors: Sukrut Rao, David Stutz, Bernt Schiele | Published: 2020-05-05 | Updated: 2020-12-14
Robustness Improvement Method
Adversarial Example
Optimization Strategy

Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness

Authors: Pu Zhao, Pin-Yu Chen, Payel Das, Karthikeyan Natesan Ramamurthy, Xue Lin | Published: 2020-04-30 | Updated: 2020-07-03
Backdoor Attack
Poisoning
Robustness Improvement Method

Dynamic Anomaly Detection with High-fidelity Simulators: A Convex Optimization Approach

Authors: Kaikai Pan, Peter Palensky, Peyman Mohajerin Esfahani | Published: 2020-04-29 | Updated: 2020-10-06
Energy Management
Robustness Improvement Method
Attack Detection

Adversarial Learning Guarantees for Linear Hypotheses and Neural Networks

Authors: Pranjal Awasthi, Natalie Frank, Mehryar Mohri | Published: 2020-04-28
Robustness Improvement Method
Formal Verification
Adversarial Attack Detection

Towards Federated Learning With Byzantine-Robust Client Weighting

Authors: Amit Portnoy, Yoav Tirosh, Danny Hendler | Published: 2020-04-10 | Updated: 2021-05-18
Poisoning
Robustness Improvement Method
Optimization Problem

Robust binary classification with the 01 loss

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-02-09
Robustness Improvement Method
Convergence Property
Machine Learning Technology

Input Validation for Neural Networks via Runtime Local Robustness Verification

Authors: Jiangchao Liu, Liqian Chen, Antoine Mine, Ji Wang | Published: 2020-02-09 | Updated: 2024-02-13
Robustness Improvement Method
Adversarial Example
Adversarial Perturbation Techniques