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

Fast, Reliable, and Secure Drone Communication: A Comprehensive Survey

Authors: Vikas Hassija, Vinay Chamola, Adhar Agrawal, Adit Goyal, Nguyen Cong Luong, Dusit Niyato, F. Richard Yu, Mohsen Guizani | Published: 2021-05-04
DoS対策
サイバー攻撃
防御メカニズム

Influence Based Defense Against Data Poisoning Attacks in Online Learning

Authors: Sanjay Seetharaman, Shubham Malaviya, Rosni KV, Manish Shukla, Sachin Lodha | Published: 2021-04-24
データ保護手法
ポイズニング
防御メカニズム

Random Noise Defense Against Query-Based Black-Box Attacks

Authors: Zeyu Qin, Yanbo Fan, Hongyuan Zha, Baoyuan Wu | Published: 2021-04-23 | Updated: 2021-10-30
収束解析
敵対的サンプルの検知
防御メカニズム