AIセキュリティポータルbot

Deep learning for time series classification

Authors: Hassan Ismail Fawaz | Published: 2020-10-01
モデルアーキテクチャ
敵対的サンプル
深層学習手法

Bag of Tricks for Adversarial Training

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2020-10-01 | Updated: 2021-03-31
モデルアーキテクチャ
ロバスト性向上手法
最適化手法

Erratum Concerning the Obfuscated Gradients Attack on Stochastic Activation Pruning

Authors: Guneet S. Dhillon, Nicholas Carlini | Published: 2020-09-30
ウォーターマーキング
ロバスト性向上手法
攻撃の評価

DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles

Authors: Huanrui Yang, Jingyang Zhang, Hongliang Dong, Nathan Inkawhich, Andrew Gardner, Andrew Touchet, Wesley Wilkes, Heath Berry, Hai Li | Published: 2020-09-30 | Updated: 2020-10-18
ロバスト性向上手法
敵対的サンプル
脆弱性評価手法

Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks

Authors: Uday Shankar Shanthamallu, Jayaraman J. Thiagarajan, Andreas Spanias | Published: 2020-09-30
GNN
ポイズニング
毒性攻撃に特化した内容

StratLearner: Learning a Strategy for Misinformation Prevention in Social Networks

Authors: Guangmo Tong | Published: 2020-09-29
グラフ構築
情報抽出
最適化手法

SoK: On the Security Challenges and Risks of Multi-Tenant FPGAs in the Cloud

Authors: Shaza Zeitouni, Ghada Dessouky, Ahmad-Reza Sadeghi | Published: 2020-09-29 | Updated: 2020-10-05
FPGAのセキュリティ
悪意のあるクライアント
計算効率

Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations

Authors: Pu Zhao, Parikshit Ram, Songtao Lu, Yuguang Yao, Djallel Bouneffouf, Xue Lin, Sijia Liu | Published: 2020-09-29 | Updated: 2022-08-17
Few-Shot Learning
タスク適応手法
最適化手法

Information Obfuscation of Graph Neural Networks

Authors: Peiyuan Liao, Han Zhao, Keyulu Xu, Tommi Jaakkola, Geoffrey Gordon, Stefanie Jegelka, Ruslan Salakhutdinov | Published: 2020-09-28 | Updated: 2021-06-13
ゲーム理論
情報理論的プライバシー
最適化戦略

Generating End-to-End Adversarial Examples for Malware Classifiers Using Explainability

Authors: Ishai Rosenberg, Shai Meir, Jonathan Berrebi, Ilay Gordon, Guillaume Sicard, Eli David | Published: 2020-09-28 | Updated: 2022-06-01
マルウェア分類
モデルの解釈性
敵対的サンプル