防御メカニズム

Guarding Machine Learning Hardware Against Physical Side-Channel Attacks

Authors: Anuj Dubey, Rosario Cammarota, Vikram Suresh, Aydin Aysu | Published: 2021-09-01
ウォーターマーキング
計算効率
防御メカニズム

Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs

Authors: Qiongkai Xu, Xuanli He, Lingjuan Lyu, Lizhen Qu, Gholamreza Haffari | Published: 2021-08-29 | Updated: 2022-09-04
モデル抽出攻撃
機械学習手法
防御メカニズム

HW2VEC: A Graph Learning Tool for Automating Hardware Security

Authors: Shih-Yuan Yu, Rozhin Yasaei, Qingrong Zhou, Tommy Nguyen, Mohammad Abdullah Al Faruque | Published: 2021-07-26
ハードウェア設計
機械学習の応用
防御メカニズム

Detecting Adversarial Examples Is (Nearly) As Hard As Classifying Them

Authors: Florian Tramèr | Published: 2021-07-24 | Updated: 2022-06-16
機械学習の役割
防御メカニズム
難易度の高いサンプル

Membership Inference Attack and Defense for Wireless Signal Classifiers with Deep Learning

Authors: Yi Shi, Yalin E. Sagduyu | Published: 2021-07-22
プロアクティブ防御
メンバーシップ推論
防御メカニズム

Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples

Authors: Maura Pintor, Luca Demetrio, Angelo Sotgiu, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli | Published: 2021-06-18 | Updated: 2022-10-11
敵対的サンプル
最適化戦略
防御メカニズム

PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Authors: Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause | Published: 2021-06-14
敵対的攻撃手法
最適化アルゴリズムの選択と評価
防御メカニズム

GRAVITAS: Graphical Reticulated Attack Vectors for Internet-of-Things Aggregate Security

Authors: Jacob Brown, Tanujay Saha, Niraj K. Jha | Published: 2021-05-31
リスク管理
脆弱性評価手法
防御メカニズム

Real-time Detection of Practical Universal Adversarial Perturbations

Authors: Kenneth T. Co, Luis Muñoz-González, Leslie Kanthan, Emil C. Lupu | Published: 2021-05-16 | Updated: 2021-05-22
UAPトレーニング手法
敵対的攻撃検出
防御メカニズム

Incompatibility Clustering as a Defense Against Backdoor Poisoning Attacks

Authors: Charles Jin, Melinda Sun, Martin Rinard | Published: 2021-05-08 | Updated: 2023-04-27
ポイズニング
敵対的攻撃
防御メカニズム