攻撃タイプ

Leakage of Dataset Properties in Multi-Party Machine Learning

Authors: Wanrong Zhang, Shruti Tople, Olga Ohrimenko | Published: 2020-06-12 | Updated: 2021-06-17
プライバシー損失分析
メンバーシップ推論
攻撃タイプ

Robustness to Adversarial Attacks in Learning-Enabled Controllers

Authors: Zikang Xiong, Joe Eappen, He Zhu, Suresh Jagannathan | Published: 2020-06-11
安全性特性
攻撃タイプ
敵対的攻撃検出

Smoothed Geometry for Robust Attribution

Authors: Zifan Wang, Haofan Wang, Shakul Ramkumar, Matt Fredrikson, Piotr Mardziel, Anupam Datta | Published: 2020-06-11 | Updated: 2020-10-22
攻撃タイプ
特徴重要度分析
解釈手法

Stealing Deep Reinforcement Learning Models for Fun and Profit

Authors: Kangjie Chen, Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Yang Liu | Published: 2020-06-09 | Updated: 2020-12-22
アルゴリズム
学習の改善
攻撃タイプ

Tricking Adversarial Attacks To Fail

Authors: Blerta Lindqvist | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
防御効果分析

On Universalized Adversarial and Invariant Perturbations

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam | Published: 2020-06-08
攻撃タイプ
敵対的攻撃検出
機械学習の基礎

mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks

Authors: Hai Shu, Ronghua Shi, Qiran Jia, Hongtu Zhu, Ziqi Chen | Published: 2020-06-05 | Updated: 2022-05-08
アルゴリズム
攻撃タイプ
敵対的攻撃検出

Detecting Audio Attacks on ASR Systems with Dropout Uncertainty

Authors: Tejas Jayashankar, Jonathan Le Roux, Pierre Moulin | Published: 2020-06-02 | Updated: 2020-09-15
攻撃タイプ
敵対的攻撃検出
音声アシスタントの誤作動

Perturbation Analysis of Gradient-based Adversarial Attacks

Authors: Utku Ozbulak, Manvel Gasparyan, Wesley De Neve, Arnout Van Messem | Published: 2020-06-02
ポイズニング
攻撃タイプ
敵対的攻撃検出

Exploring the role of Input and Output Layers of a Deep Neural Network in Adversarial Defense

Authors: Jay N. Paranjape, Rahul Kumar Dubey, Vijendran V Gopalan | Published: 2020-06-02
ポイズニング
攻撃タイプ
防御効果分析