文献データベース

Sparse-RS: a versatile framework for query-efficient sparse black-box adversarial attacks

Authors: Francesco Croce, Maksym Andriushchenko, Naman D. Singh, Nicolas Flammarion, Matthias Hein | Published: 2020-06-23 | Updated: 2022-02-08
クエリ生成手法
強化学習
敵対的攻撃手法

RayS: A Ray Searching Method for Hard-label Adversarial Attack

Authors: Jinghui Chen, Quanquan Gu | Published: 2020-06-23 | Updated: 2020-09-05
メンバーシップ推論
敵対的攻撃手法
機械学習アルゴリズム

Perceptual Adversarial Robustness: Defense Against Unseen Threat Models

Authors: Cassidy Laidlaw, Sahil Singla, Soheil Feizi | Published: 2020-06-22 | Updated: 2021-07-04
ポイズニング
敵対的攻撃手法
防御メカニズム

Just How Toxic is Data Poisoning? A Unified Benchmark for Backdoor and Data Poisoning Attacks

Authors: Avi Schwarzschild, Micah Goldblum, Arjun Gupta, John P Dickerson, Tom Goldstein | Published: 2020-06-22 | Updated: 2021-06-17
ポイズニング
ポイズニング攻撃
攻撃手法

Learning to Generate Noise for Multi-Attack Robustness

Authors: Divyam Madaan, Jinwoo Shin, Sung Ju Hwang | Published: 2020-06-22 | Updated: 2021-06-24
敵対的摂動手法
敵対的攻撃手法
防御メカニズム

With Great Dispersion Comes Greater Resilience: Efficient Poisoning Attacks and Defenses for Linear Regression Models

Authors: Jialin Wen, Benjamin Zi Hao Zhao, Minhui Xue, Alina Oprea, Haifeng Qian | Published: 2020-06-21 | Updated: 2021-05-19
ポイズニング
ポイズニング攻撃
線形回帰

Free-rider Attacks on Model Aggregation in Federated Learning

Authors: Yann Fraboni, Richard Vidal, Marco Lorenzi | Published: 2020-06-21 | Updated: 2021-02-22
DFLに対する攻撃手法
SGDの特性
機械学習アルゴリズム

Graph Backdoor

Authors: Zhaohan Xi, Ren Pang, Shouling Ji, Ting Wang | Published: 2020-06-21 | Updated: 2021-08-10
グラフニューラルネットワーク
攻撃手法
透かし技術

Network Moments: Extensions and Sparse-Smooth Attacks

Authors: Modar Alfadly, Adel Bibi, Emilio Botero, Salman Alsubaihi, Bernard Ghanem | Published: 2020-06-21
敵対的攻撃
深層学習手法
統計的手法

Rotation-Equivariant Neural Networks for Privacy Protection

Authors: Hao Zhang, Yiting Chen, Haotian Ma, Xu Cheng, Qihan Ren, Liyao Xiang, Jie Shi, Quanshi Zhang | Published: 2020-06-21
機械学習アルゴリズム
特徴抽出手法
透かし技術