敵対的攻撃手法

White-Box Target Attack for EEG-Based BCI Regression Problems

Authors: Lubin Meng, Chin-Teng Lin, Tzyy-Ring Jung, Dongrui Wu | Published: 2019-11-07
モデル性能評価
敵対的攻撃手法
知識移転性

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

Hear “No Evil”, See “Kenansville”: Efficient and Transferable Black-Box Attacks on Speech Recognition and Voice Identification Systems

Authors: Hadi Abdullah, Muhammad Sajidur Rahman, Washington Garcia, Logan Blue, Kevin Warren, Anurag Swarnim Yadav, Tom Shrimpton, Patrick Traynor | Published: 2019-10-11
攻撃の評価
敵対的攻撃手法
音声認識技術

Adversarial Training: embedding adversarial perturbations into the parameter space of a neural network to build a robust system

Authors: Shixian Wen, Laurent Itti | Published: 2019-10-09
敵対的サンプル
敵対的攻撃手法
適応型敵対的訓練

Deep Latent Defence

Authors: Giulio Zizzo, Chris Hankin, Sergio Maffeis, Kevin Jones | Published: 2019-10-09 | Updated: 2020-09-27
敵対的サンプル
敵対的攻撃手法
適応型敵対的訓練

Adversarial Learning of Deepfakes in Accounting

Authors: Marco Schreyer, Timur Sattarov, Bernd Reimer, Damian Borth | Published: 2019-10-09
データ整合性制約
敵対的攻撃手法
生成的敵対ネットワーク

SmoothFool: An Efficient Framework for Computing Smooth Adversarial Perturbations

Authors: Ali Dabouei, Sobhan Soleymani, Fariborz Taherkhani, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2019-10-08
攻撃の評価
敵対的サンプル
敵対的攻撃手法

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

Perturbations are not Enough: Generating Adversarial Examples with Spatial Distortions

Authors: He Zhao, Trung Le, Paul Montague, Olivier De Vel, Tamas Abraham, Dinh Phung | Published: 2019-10-03
敵対的サンプル
敵対的攻撃手法
生成的敵対ネットワーク