敵対的攻撃検出

Adversarial Concept Drift Detection under Poisoning Attacks for Robust Data Stream Mining

Authors: Łukasz Korycki, Bartosz Krawczyk | Published: 2020-09-20
ドリフト検出手法
ポイズニング
敵対的攻撃検出

Robust Deep Learning Ensemble against Deception

Authors: Wenqi Wei, Ling Liu | Published: 2020-09-14
敵対的サンプル
敵対的攻撃検出
敵対的訓練

Adversary Agnostic Robust Deep Reinforcement Learning

Authors: Xinghua Qu, Yew-Soon Ong, Abhishek Gupta, Zhu Sun | Published: 2020-08-14 | Updated: 2020-12-24
ポリシーエンジニアリング
敵対的攻撃検出
機械学習手法

Trace-Norm Adversarial Examples

Authors: Ehsan Kazemi, Thomas Kerdreux, Liqiang Wang | Published: 2020-07-02
アルゴリズム設計
敵対的攻撃検出
防御メカニズム

Defensive Approximation: Securing CNNs using Approximate Computing

Authors: Amira Guesmi, Ihsen Alouani, Khaled Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael Abu-Ghazaleh | Published: 2020-06-13 | Updated: 2021-07-29
敵対的サンプル
敵対的攻撃検出
近似計算

Adversarial Self-Supervised Contrastive Learning

Authors: Minseon Kim, Jihoon Tack, Sung Ju Hwang | Published: 2020-06-13 | Updated: 2020-10-26
パフォーマンス評価
ポイズニング
敵対的攻撃検出

Provably Robust Metric Learning

Authors: Lu Wang, Xuanqing Liu, Jinfeng Yi, Yuan Jiang, Cho-Jui Hsieh | Published: 2020-06-12 | Updated: 2020-12-19
アルゴリズム
敵対的攻撃検出
最適化手法

Robustness to Adversarial Attacks in Learning-Enabled Controllers

Authors: Zikang Xiong, Joe Eappen, He Zhu, Suresh Jagannathan | Published: 2020-06-11
安全性特性
攻撃タイプ
敵対的攻撃検出

Tricking Adversarial Attacks To Fail

Authors: Blerta Lindqvist | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
防御効果分析

On Universalized Adversarial and Invariant Perturbations

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
機械学習の基礎