Adversarial Learning

Local Competition and Uncertainty for Adversarial Robustness in Deep Learning

Authors: Antonios Alexos, Konstantinos P. Panousis, Sotirios Chatzis | Published: 2020-06-18
Performance Evaluation
Adversarial Learning
Deep Learning Method
2020.06.18 2025.05.28
Literature Database

Classifier-independent Lower-Bounds for Adversarial Robustness

Authors: Elvis Dohmatob | Published: 2020-06-17 | Updated: 2020-11-10
Bayesian Classification
Attack Method
Adversarial Learning
2020.06.17 2025.05.28
Literature Database

AdvMind: Inferring Adversary Intent of Black-Box Attacks

Authors: Ren Pang, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2020-06-16
Performance Evaluation
Attack Method
Adversarial Learning
2020.06.16 2025.05.28
Literature Database

DefenseVGAE: Defending against Adversarial Attacks on Graph Data via a Variational Graph Autoencoder

Authors: Ao Zhang, Jinwen Ma | Published: 2020-06-16
Graph Neural Network
Adversarial Learning
2020.06.16 2025.05.28
Literature Database

Improving Adversarial Robustness via Unlabeled Out-of-Domain Data

Authors: Zhun Deng, Linjun Zhang, Amirata Ghorbani, James Zou | Published: 2020-06-15 | Updated: 2021-02-21
Semi-Supervised Learning
Adversarial Learning
Statistical Methods
2020.06.15 2025.05.28
Literature Database

Weight Poisoning Attacks on Pre-trained Models

Authors: Keita Kurita, Paul Michel, Graham Neubig | Published: 2020-04-14
Backdoor Attack
Poisoning
Adversarial Learning
2020.04.14 2025.05.28
Literature Database

Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions

Authors: Jon Vadillo, Roberto Santana, Jose A. Lozano | Published: 2020-04-14 | Updated: 2023-01-25
Robustness Evaluation
Adversarial Example
Adversarial Learning
2020.04.14 2025.05.28
Literature Database

Blind Adversarial Training: Balance Accuracy and Robustness

Authors: Haidong Xie, Xueshuang Xiang, Naijin Liu, Bin Dong | Published: 2020-04-10
Robustness
Adversarial Learning
Adaptive Adversarial Training
2020.04.10 2025.05.28
Literature Database

Adversarial Attacks and Defenses on Graphs: A Review, A Tool and Empirical Studies

Authors: Wei Jin, Yaxin Li, Han Xu, Yiqi Wang, Shuiwang Ji, Charu Aggarwal, Jiliang Tang | Published: 2020-03-02 | Updated: 2020-12-12
Poisoning
Adversarial Example
Adversarial Learning
2020.03.02 2025.05.28
Literature Database

Adversarial Perturbations Prevail in the Y-Channel of the YCbCr Color Space

Authors: Camilo Pestana, Naveed Akhtar, Wei Liu, David Glance, Ajmal Mian | Published: 2020-02-25
Robustness Evaluation
Adversarial Learning
Defense Method
2020.02.25 2025.05.28
Literature Database
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