AIセキュリティポータルbot

A general framework for defining and optimizing robustness

Authors: Alessandro Tibo, Manfred Jaeger, Kim G. Larsen | Published: 2020-06-19 | Updated: 2021-05-29
安全性特性
性能評価
敵対的学習

Differentiable Language Model Adversarial Attacks on Categorical Sequence Classifiers

Authors: I. Fursov, A. Zaytsev, N. Kluchnikov, A. Kravchenko, E. Burnaev | Published: 2020-06-19
敵対的サンプル
敵対的学習
深層学習手法

Towards an Adversarially Robust Normalization Approach

Authors: Muhammad Awais, Fahad Shamshad, Sung-Ho Bae | Published: 2020-06-19
ハイパーパラメータ最適化
敵対的学習
敵対的攻撃

Adversarial Attacks for Multi-view Deep Models

Authors: Xuli Sun, Shiliang Sun | Published: 2020-06-19
攻撃手法
敵対的サンプル
敵対的攻撃

Beware the Black-Box: on the Robustness of Recent Defenses to Adversarial Examples

Authors: Kaleel Mahmood, Deniz Gurevin, Marten van Dijk, Phuong Ha Nguyen | Published: 2020-06-18 | Updated: 2021-05-20
敵対的サンプル
敵対的攻撃
防御メカニズム

REGroup: Rank-aggregating Ensemble of Generative Classifiers for Robust Predictions

Authors: Lokender Tiwari, Anish Madan, Saket Anand, Subhashis Banerjee | Published: 2020-06-18 | Updated: 2021-11-24
ポイズニング
敵対的サンプル
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

OGAN: Disrupting Deepfakes with an Adversarial Attack that Survives Training

Authors: Eran Segalis, Eran Galili | Published: 2020-06-17 | Updated: 2020-11-25
敵対的攻撃手法
機械学習アルゴリズム
画像処理

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