Robustness Evaluation

Fast Yet Effective Machine Unlearning

Authors: Ayush K Tarun, Vikram S Chundawat, Murari Mandal, Mohan Kankanhalli | Published: 2021-11-17 | Updated: 2023-05-31
Machine learning
Model Evaluation
Robustness Evaluation
2021.11.17 2025.05.28
Literature Database

Multi-concept adversarial attacks

Authors: Vibha Belavadi, Yan Zhou, Murat Kantarcioglu, Bhavani M. Thuraisingham | Published: 2021-10-19
Membership Inference
Robustness Evaluation
Adversarial Attack Methods
2021.10.19 2025.05.28
Literature Database

Adversarial Attacks on ML Defense Models Competition

Authors: Yinpeng Dong, Qi-An Fu, Xiao Yang, Wenzhao Xiang, Tianyu Pang, Hang Su, Jun Zhu, Jiayu Tang, Yuefeng Chen, XiaoFeng Mao, Yuan He, Hui Xue, Chao Li, Ye Liu, Qilong Zhang, Lianli Gao, Yunrui Yu, Xitong Gao, Zhe Zhao, Daquan Lin, Jiadong Lin, Chuanbiao Song, Zihao Wang, Zhennan Wu, Yang Guo, Jiequan Cui, Xiaogang Xu, Pengguang Chen | Published: 2021-10-15
Robustness Evaluation
Adversarial Example
Adversarial Attack Methods
2021.10.15 2025.05.28
Literature Database

Exploring Architectural Ingredients of Adversarially Robust Deep Neural Networks

Authors: Hanxun Huang, Yisen Wang, Sarah Monazam Erfani, Quanquan Gu, James Bailey, Xingjun Ma | Published: 2021-10-07 | Updated: 2022-01-23
Robustness Evaluation
Adversarial Example
Adversarial Attack Methods
2021.10.07 2025.05.28
Literature Database

The Connection between Out-of-Distribution Generalization and Privacy of ML Models

Authors: Divyat Mahajan, Shruti Tople, Amit Sharma | Published: 2021-10-07
Privacy Violation
Membership Inference
Robustness Evaluation
2021.10.07 2025.05.28
Literature Database

Principles for Evaluation of AI/ML Model Performance and Robustness

Authors: Olivia Brown, Andrew Curtis, Justin Goodwin | Published: 2021-07-06
Model Performance Evaluation
Robustness
Robustness Evaluation
2021.07.06 2025.05.28
Literature Database

Understanding Catastrophic Overfitting in Single-step Adversarial Training

Authors: Hoki Kim, Woojin Lee, Jaewook Lee | Published: 2020-10-05 | Updated: 2020-12-15
Poisoning
Robustness Evaluation
Adversarial Learning
2020.10.05 2025.05.28
Literature Database

Lipschitz Bounded Equilibrium Networks

Authors: Max Revay, Ruigang Wang, Ian R. Manchester | Published: 2020-10-05
Robustness Evaluation
Deep Learning
Weight Update Method
2020.10.05 2025.05.28
Literature Database

Probabilistic Safety for Bayesian Neural Networks

Authors: Matthew Wicker, Luca Laurenti, Andrea Patane, Marta Kwiatkowska | Published: 2020-04-21 | Updated: 2020-06-19
Bayesian Security
Robustness Evaluation
Deep Learning Method
2020.04.21 2025.05.28
Literature Database

Feature Partitioning for Robust Tree Ensembles and their Certification in Adversarial Scenarios

Authors: Stefano Calzavara, Claudio Lucchese, Federico Marcuzzi, Salvatore Orlando | Published: 2020-04-07
Robustness Evaluation
Attack Evaluation
Maximum Coverage Problem
2020.04.07 2025.05.28
Literature Database
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