Robustness Evaluation

Balance, Imbalance, and Rebalance: Understanding Robust Overfitting from a Minimax Game Perspective

Authors: Yifei Wang, Liangchen Li, Jiansheng Yang, Zhouchen Lin, Yisen Wang | Published: 2023-10-30
Robustness Evaluation
Adversarial Training
Adaptive Adversarial Training
2023.10.30 2025.05.28
Literature Database

Discretization-based ensemble model for robust learning in IoT

Authors: Anahita Namvar, Chandra Thapa, Salil S. Kanhere | Published: 2023-07-18
Robustness Evaluation
Adversarial Example
Machine Learning Method
2023.07.18 2025.05.28
Literature Database

On the Robustness of Epoch-Greedy in Multi-Agent Contextual Bandit Mechanisms

Authors: Yinglun Xu, Bhuvesh Kumar, Jacob Abernethy | Published: 2023-07-15
Algorithm Design
Robustness Evaluation
Efficient Resolution of Learning Tasks
2023.07.15 2025.05.28
Literature Database

Unifying Gradients to Improve Real-world Robustness for Deep Networks

Authors: Yingwen Wu, Sizhe Chen, Kun Fang, Xiaolin Huang | Published: 2022-08-12 | Updated: 2023-08-24
Robustness Evaluation
Performance Evaluation Metrics
Attack Method
2022.08.12 2025.05.28
Literature Database

Robust Machine Learning for Malware Detection over Time

Authors: Daniele Angioni, Luca Demetrio, Maura Pintor, Battista Biggio | Published: 2022-08-09
Malware Detection Method
Robustness Evaluation
Machine Learning Method
2022.08.09 2025.05.28
Literature Database

Federated Adversarial Learning: A Framework with Convergence Analysis

Authors: Xiaoxiao Li, Zhao Song, Jiaming Yang | Published: 2022-08-07
Robustness Evaluation
Adaptive Adversarial Training
Weight Update Method
2022.08.07 2025.05.28
Literature Database

Lethal Dose Conjecture on Data Poisoning

Authors: Wenxiao Wang, Alexander Levine, Soheil Feizi | Published: 2022-08-05 | Updated: 2022-10-18
Robustness Evaluation
Classification Pattern Analysis
Machine Learning Method
2022.08.05 2025.05.28
Literature Database

Robust Quantity-Aware Aggregation for Federated Learning

Authors: Jingwei Yi, Fangzhao Wu, Huishuai Zhang, Bin Zhu, Tao Qi, Guangzhong Sun, Xing Xie | Published: 2022-05-22 | Updated: 2023-07-26
Attack Methods against DFL
Secure Aggregation
Robustness Evaluation
2022.05.22 2025.05.28
Literature Database

Robust Sensible Adversarial Learning of Deep Neural Networks for Image Classification

Authors: Jungeum Kim, Xiao Wang | Published: 2022-05-20
Robustness Evaluation
Loss Function
Adversarial Example
2022.05.20 2025.05.28
Literature Database

Getting a-Round Guarantees: Floating-Point Attacks on Certified Robustness

Authors: Jiankai Jin, Olga Ohrimenko, Benjamin I. P. Rubinstein | Published: 2022-05-20 | Updated: 2024-09-09
Robustness Evaluation
Adversarial Example
Threat Model
2022.05.20 2025.05.28
Literature Database
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