敵対的サンプル

Adversarial Attacks on Deep Learning Systems for User Identification based on Motion Sensors

Authors: Cezara Benegui, Radu Tudor Ionescu | Published: 2020-09-02 | Updated: 2020-11-05
敵対的サンプル
敵対的攻撃
深層学習技術

Benchmarking adversarial attacks and defenses for time-series data

Authors: Shoaib Ahmed Siddiqui, Andreas Dengel, Sheraz Ahmed | Published: 2020-08-30
敵対的サンプル
敵対的攻撃
深層学習技術

Improving Resistance to Adversarial Deformations by Regularizing Gradients

Authors: Pengfei Xia, Bin Li | Published: 2020-08-29 | Updated: 2020-10-06
ポイズニング
敵対的サンプル
敵対的攻撃

Adversarially Training for Audio Classifiers

Authors: Raymel Alfonso Sallo, Mohammad Esmaeilpour, Patrick Cardinal | Published: 2020-08-26 | Updated: 2020-10-25
敵対的サンプル
敵対的学習
音声信号処理

NoPeek: Information leakage reduction to share activations in distributed deep learning

Authors: Praneeth Vepakomma, Abhishek Singh, Otkrist Gupta, Ramesh Raskar | Published: 2020-08-20
情報漏洩分析
敵対的サンプル
深層学習

Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training

Authors: Alfred Laugros, Alice Caplier, Matthieu Ospici | Published: 2020-08-19
堅牢性向上手法
敵対的サンプル
敵対的サンプルの脆弱性

Improving adversarial robustness of deep neural networks by using semantic information

Authors: Lina Wang, Rui Tang, Yawei Yue, Xingshu Chen, Wei Wang, Yi Zhu, Xuemei Zeng | Published: 2020-08-18 | Updated: 2021-06-17
セマンティック情報抽出
ロバスト性
敵対的サンプル

A Survey of Machine Learning Methods for Detecting False Data Injection Attacks in Power Systems

Authors: Ali Sayghe, Yaodan Hu, Ioannis Zografopoulos, XiaoRui Liu, Raj Gautam Dutta, Yier Jin, Charalambos Konstantinou | Published: 2020-08-16
敵対的サンプル
機械学習技術
評価手法

TextDecepter: Hard Label Black Box Attack on Text Classifiers

Authors: Sachin Saxena | Published: 2020-08-16 | Updated: 2020-12-28
テキスト分類の応用
敵対的サンプル
敵対的訓練

Learning to Learn from Mistakes: Robust Optimization for Adversarial Noise

Authors: Alex Serban, Erik Poll, Joost Visser | Published: 2020-08-12
敵対的サンプル
敵対的訓練
最適化問題