敵対的学習

Local Competition and Uncertainty for Adversarial Robustness in Deep Learning

Authors: Antonios Alexos, Konstantinos P. Panousis, Sotirios Chatzis | Published: 2020-06-18
性能評価
敵対的学習
深層学習手法

Classifier-independent Lower-Bounds for Adversarial Robustness

Authors: Elvis Dohmatob | Published: 2020-06-17 | Updated: 2020-11-10
ベイズ分類
攻撃手法
敵対的学習

AdvMind: Inferring Adversary Intent of Black-Box Attacks

Authors: Ren Pang, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2020-06-16
性能評価
攻撃手法
敵対的学習

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

Authors: Ao Zhang, Jinwen Ma | Published: 2020-06-16
グラフニューラルネットワーク
敵対的学習

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
半教師あり学習
敵対的学習
統計的手法

Weight Poisoning Attacks on Pre-trained Models

Authors: Keita Kurita, Paul Michel, Graham Neubig | Published: 2020-04-14
バックドア攻撃
ポイズニング
敵対的学習

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
ロバスト性評価
敵対的サンプル
敵対的学習

Blind Adversarial Training: Balance Accuracy and Robustness

Authors: Haidong Xie, Xueshuang Xiang, Naijin Liu, Bin Dong | Published: 2020-04-10
ロバスト性
敵対的学習
適応型敵対的訓練

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
ポイズニング
敵対的サンプル
敵対的学習

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
ロバスト性評価
敵対的学習
防御手法