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

Composite Adversarial Attacks

Authors: Xiaofeng Mao, Yuefeng Chen, Shuhui Wang, Hang Su, Yuan He, Hui Xue | Published: 2020-12-10
攻撃の分類
敵対的攻撃手法
防御メカニズム

One-Pixel Attack Deceives Computer-Assisted Diagnosis of Cancer

Authors: Joni Korpihalkola, Tuomo Sipola, Samir Puuska, Tero Kokkonen | Published: 2020-12-01 | Updated: 2021-11-02
データラベリングの課題
医療AIの脅威
敵対的攻撃手法

Adversarial Attacks to Machine Learning-Based Smart Healthcare Systems

Authors: AKM Iqtidar Newaz, Nur Imtiazul Haque, Amit Kumar Sikder, Mohammad Ashiqur Rahman, A. Selcuk Uluagac | Published: 2020-10-07
スマートヘルスケア
敵対的サンプル
敵対的攻撃手法

Manifold attack

Authors: Khanh-Hung Tran, Fred-Maurice Ngole-Mboula, Jean-Luc Starck | Published: 2020-09-13 | Updated: 2021-03-17
メンバーシップ推論
性能評価
敵対的攻撃手法