AIセキュリティポータルbot

Adversarial attacks in consensus-based multi-agent reinforcement learning

Authors: Martin Figura, Krishna Chaitanya Kosaraju, Vijay Gupta | Published: 2021-03-11
マルチエージェント強化学習
収束分析
敵対的攻撃手法

Stochastic-HMDs: Adversarial Resilient Hardware Malware Detectors through Voltage Over-scaling

Authors: Md Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh | Published: 2021-03-11
モデル性能評価
リバースエンジニアリング
敵対的攻撃

BODAME: Bilevel Optimization for Defense Against Model Extraction

Authors: Yuto Mori, Atsushi Nitanda, Akiko Takeda | Published: 2021-03-11
モデル性能評価
敵対的攻撃
最適化アルゴリズムの選択と評価

Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support

Authors: Guangyuan Hu, Zecheng He, Ruby B. Lee | Published: 2021-03-11 | Updated: 2021-03-17
モデル性能評価
ユーザ行動分析
深層学習手法

TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack

Authors: Yam Sharon, David Berend, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2021-03-10
攻撃検出
敵対的攻撃
脅威モデル

Quantum machine learning with differential privacy

Authors: William M Watkins, Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-10
DP-SGD
プライバシーリスク管理
量子機械学習

Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks

Authors: Anna Kuzina, Max Welling, Jakub M. Tomczak | Published: 2021-03-10 | Updated: 2021-05-06
モデル性能評価
敵対的攻撃
脆弱性分析

Proof-of-Learning: Definitions and Practice

Authors: Hengrui Jia, Mohammad Yaghini, Christopher A. Choquette-Choo, Natalie Dullerud, Anvith Thudi, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-03-09
データ依存性
モデル性能評価
敵対的攻撃

Robust Black-box Watermarking for Deep NeuralNetwork using Inverse Document Frequency

Authors: Mohammad Mehdi Yadollahi, Farzaneh Shoeleh, Sajjad Dadkhah, Ali A. Ghorbani | Published: 2021-03-09
モデル性能評価
深層学習手法
透かし評価

Deep Learning for Android Malware Defenses: a Systematic Literature Review

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2021-03-09 | Updated: 2022-08-09
マルウェア検出
深層学習手法
防御手法