敵対的訓練

Learning to Disentangle Robust and Vulnerable Features for Adversarial Detection

Authors: Byunggill Joe, Sung Ju Hwang, Insik Shin | Published: 2019-09-10
敵対的サンプル
敵対的サンプルの検知
敵対的訓練

BOSH: An Efficient Meta Algorithm for Decision-based Attacks

Authors: Zhenxin Xiao, Puyudi Yang, Yuchen Jiang, Kai-Wei Chang, Cho-Jui Hsieh | Published: 2019-09-10 | Updated: 2019-10-14
敵対的サンプル
敵対的サンプルの検知
敵対的訓練

Adversarial Robustness Against the Union of Multiple Perturbation Models

Authors: Pratyush Maini, Eric Wong, J. Zico Kolter | Published: 2019-09-09 | Updated: 2020-07-28
学習タスクの効率的な解決
学習の改善
敵対的訓練

Blackbox Attacks on Reinforcement Learning Agents Using Approximated Temporal Information

Authors: Yiren Zhao, Ilia Shumailov, Han Cui, Xitong Gao, Robert Mullins, Ross Anderson | Published: 2019-09-06 | Updated: 2019-11-21
学習タスクの効率的な解決
攻撃パターン抽出
敵対的訓練

Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents

Authors: Xian Yeow Lee, Sambit Ghadai, Kai Liang Tan, Chinmay Hegde, Soumik Sarkar | Published: 2019-09-05 | Updated: 2019-11-19
ポイズニング
攻撃パターン抽出
敵対的訓練

Optimal Attacks on Reinforcement Learning Policies

Authors: Alessio Russo, Alexandre Proutiere | Published: 2019-07-31
プライバシー保護技術
敵対的訓練
深層強化学習

Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation

Authors: Utku Ozbulak, Arnout Van Messem, Wesley De Neve | Published: 2019-07-30
医療画像分析
敵対的サンプル
敵対的訓練

Are Odds Really Odd? Bypassing Statistical Detection of Adversarial Examples

Authors: Hossein Hosseini, Sreeram Kannan, Radha Poovendran | Published: 2019-07-28
攻撃の分類
敵対的サンプル
敵対的訓練

A cryptographic approach to black box adversarial machine learning

Authors: Kevin Shi, Daniel Hsu, Allison Bishop | Published: 2019-06-07 | Updated: 2020-02-21
セキュリティテスト
敵対的訓練
防御効果分析

Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness

Authors: Walt Woods, Jack Chen, Christof Teuscher | Published: 2019-06-07 | Updated: 2019-08-06
ポイズニング
敵対的サンプル
敵対的訓練