ポイズニング

Edge Dithering for Robust Adaptive Graph Convolutional Networks

Authors: Vassilis N. Ioannidis, Georgios B. Giannakis | Published: 2019-10-21
GNN
ポイズニング
モデルアーキテクチャ

Recovering Localized Adversarial Attacks

Authors: Jan Philip Göpfert, Heiko Wersing, Barbara Hammer | Published: 2019-10-21
ポイズニング
対抗的学習
特徴重要度分析

Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation

Authors: Anindya Sarkar, Nikhil Kumar Gupta, Raghu Iyengar | Published: 2019-10-17 | Updated: 2019-10-21
ポイズニング
対抗的学習
敵対的サンプル

Confidence-Calibrated Adversarial Training: Generalizing to Unseen Attacks

Authors: David Stutz, Matthias Hein, Bernt Schiele | Published: 2019-10-14 | Updated: 2020-06-30
ポイズニング
攻撃の評価
敵対的攻撃手法

Eavesdrop the Composition Proportion of Training Labels in Federated Learning

Authors: Lixu Wang, Shichao Xu, Xiao Wang, Qi Zhu | Published: 2019-10-14 | Updated: 2019-10-27
バックドア攻撃
ポイズニング
攻撃の評価

Detecting AI Trojans Using Meta Neural Analysis

Authors: Xiaojun Xu, Qi Wang, Huichen Li, Nikita Borisov, Carl A. Gunter, Bo Li | Published: 2019-10-08 | Updated: 2020-10-01
バックドア攻撃
ポイズニング
攻撃の評価

Adversarial Examples for Cost-Sensitive Classifiers

Authors: Gavin S. Hartnett, Andrew J. Lohn, Alexander P. Sedlack | Published: 2019-10-04
ポイズニング
攻撃の評価
敵対的攻撃手法

BUZz: BUffer Zones for defending adversarial examples in image classification

Authors: Kaleel Mahmood, Phuong Ha Nguyen, Lam M. Nguyen, Thanh Nguyen, Marten van Dijk | Published: 2019-10-03 | Updated: 2020-06-16
ポイズニング
攻撃の評価
敵対的攻撃手法

Cross-Layer Strategic Ensemble Defense Against Adversarial Examples

Authors: Wenqi Wei, Ling Liu, Margaret Loper, Ka-Ho Chow, Emre Gursoy, Stacey Truex, Yanzhao Wu | Published: 2019-10-01
ポイズニング
攻撃の評価
敵対的サンプル

Min-Max Optimization without Gradients: Convergence and Applications to Adversarial ML

Authors: Sijia Liu, Songtao Lu, Xiangyi Chen, Yao Feng, Kaidi Xu, Abdullah Al-Dujaili, Minyi Hong, Una-May O'Reilly | Published: 2019-09-30 | Updated: 2020-06-17
ポイズニング
収束解析
敵対的攻撃