敵対的サンプル

Failure Modes in Machine Learning Systems

Authors: Ram Shankar Siva Kumar, David O Brien, Kendra Albert, Salomé Viljöen, Jeffrey Snover | Published: 2019-11-25
バックドア攻撃
プライバシー侵害
敵対的サンプル

Universal adversarial examples in speech command classification

Authors: Jon Vadillo, Roberto Santana | Published: 2019-11-22 | Updated: 2021-02-13
敵対的サンプル
敵対的攻撃手法
研究方法論

Attack Agnostic Statistical Method for Adversarial Detection

Authors: Sambuddha Saha, Aashish Kumar, Pratyush Sahay, George Jose, Srinivas Kruthiventi, Harikrishna Muralidhara | Published: 2019-11-22
敵対的サンプル
敵対的攻撃
研究方法論

Deep Minimax Probability Machine

Authors: Lirong He, Ziyi Guo, Kaizhu Huang, Zenglin Xu | Published: 2019-11-20
モデル性能評価
敵対的サンプル
敵対的攻撃手法

Generate (non-software) Bugs to Fool Classifiers

Authors: Hiromu Yakura, Youhei Akimoto, Jun Sakuma | Published: 2019-11-20
モデル性能評価
敵対的サンプル
敵対的攻撃手法

Deep Detector Health Management under Adversarial Campaigns

Authors: Javier Echauz, Keith Kenemer, Sarfaraz Hussein, Jay Dhaliwal, Saurabh Shintre, Slawomir Grzonkowski, Andrew Gardner | Published: 2019-11-19
クラス不均衡
敵対的サンプル
敵対的攻撃手法

Attack on Grid Event Cause Analysis: An Adversarial Machine Learning Approach

Authors: Iman Niazazari, Hanif Livani | Published: 2019-11-19 | Updated: 2019-11-25
敵対的サンプル
敵対的攻撃手法
防御手法の効果分析

Black-Box Adversarial Attack with Transferable Model-based Embedding

Authors: Zhichao Huang, Tong Zhang | Published: 2019-11-17 | Updated: 2020-01-05
敵対的サンプル
敵対的攻撃手法
知識移転性

Defending Against Model Stealing Attacks with Adaptive Misinformation

Authors: Sanjay Kariyappa, Moinuddin K Qureshi | Published: 2019-11-16
敵対的サンプル
敵対的攻撃手法
防御手法の効果分析

There is Limited Correlation between Coverage and Robustness for Deep Neural Networks

Authors: Yizhen Dong, Peixin Zhang, Jingyi Wang, Shuang Liu, Jun Sun, Jianye Hao, Xinyu Wang, Li Wang, Jin Song Dong, Dai Ting | Published: 2019-11-14
モデル性能評価
敵対的サンプル
敵対的攻撃手法