敵対的攻撃手法

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

Security Concerns on Machine Learning Solutions for 6G Networks in mmWave Beam Prediction

Authors: Ferhat Ozgur Catak, Evren Catak, Murat Kuzlu, Umit Cali, Devrim Unal | Published: 2021-05-09 | Updated: 2021-07-23
敵対的攻撃手法
最適化問題
深層学習手法

Learning Image Attacks toward Vision Guided Autonomous Vehicles

Authors: Hyung-Jin Yoon, Hamidreza Jafarnejadsani, Petros Voulgaris | Published: 2021-05-09 | Updated: 2021-05-17
敵対的攻撃手法
状態推定手法
生成的敵対ネットワーク

Attribution of Gradient Based Adversarial Attacks for Reverse Engineering of Deceptions

Authors: Michael Goebel, Jason Bunk, Srinjoy Chattopadhyay, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath | Published: 2021-03-19
データ抽出と分析
ポイズニング
敵対的攻撃手法

LSDAT: Low-Rank and Sparse Decomposition for Decision-based Adversarial Attack

Authors: Ashkan Esmaeili, Marzieh Edraki, Nazanin Rahnavard, Mubarak Shah, Ajmal Mian | Published: 2021-03-19 | Updated: 2021-03-22
敵対的攻撃手法
最適化問題
深層学習技術

Resilient Cooperative Adaptive Cruise Control for Autonomous Vehicles Using Machine Learning

Authors: Srivalli Boddupalli, Akash Someshwar Rao, Sandip Ray | Published: 2021-03-18
攻撃検出
敵対的攻撃手法
機械学習の役割

Simeon — Secure Federated Machine Learning Through Iterative Filtering

Authors: Nicholas Malecki, Hye-young Paik, Aleksandar Ignjatovic, Alan Blair, Elisa Bertino | Published: 2021-03-13
バックドア攻撃手法
ビザンチン合意メカニズム
敵対的攻撃手法

On the (In)Feasibility of Attribute Inference Attacks on Machine Learning Models

Authors: Benjamin Zi Hao Zhao, Aviral Agrawal, Catisha Coburn, Hassan Jameel Asghar, Raghav Bhaskar, Mohamed Ali Kaafar, Darren Webb, Peter Dickinson | Published: 2021-03-12
メンバーシップ推論
敵対的攻撃手法
過剰適合と記憶化

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

Exacerbating Algorithmic Bias through Fairness Attacks

Authors: Ninareh Mehrabi, Muhammad Naveed, Fred Morstatter, Aram Galstyan | Published: 2020-12-16
攻撃の分類
敵対的攻撃手法
機械学習の役割