モデル性能評価

Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation

Authors: Alexander Levine, Soheil Feizi | Published: 2019-11-21
モデル性能評価
数値安定性の問題
敵対的攻撃手法

Fine-grained Synthesis of Unrestricted Adversarial Examples

Authors: Omid Poursaeed, Tianxing Jiang, Yordanos Goshu, Harry Yang, Serge Belongie, Ser-Nam Lim | Published: 2019-11-20 | Updated: 2020-10-22
モデル性能評価
モデル設計
敵対的攻撃手法

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

Towards non-toxic landscapes: Automatic toxic comment detection using DNN

Authors: Ashwin Geet D'Sa, Irina Illina, Dominique Fohr | Published: 2019-11-19 | Updated: 2020-09-16
クラス不均衡
モデル性能評価
敵対的攻撃手法

A New Ensemble Adversarial Attack Powered by Long-term Gradient Memories

Authors: Zhaohui Che, Ali Borji, Guangtao Zhai, Suiyi Ling, Jing Li, Patrick Le Callet | Published: 2019-11-18
バックドア攻撃
モデル性能評価
敵対的攻撃手法

Fine-Grained Static Detection of Obfuscation Transforms Using Ensemble-Learning and Semantic Reasoning

Authors: Ramtine Tofighi-Shirazi, Irina Mariuca Asavoae, Philippe Elbaz-Vincent | Published: 2019-11-18
プログラム理解
モデル性能評価
機械学習の役割

Exploiting Human Social Cognition for the Detection of Fake and Fraudulent Faces via Memory Networks

Authors: Tharindu Fernando, Clinton Fookes, Simon Denman, Sridha Sridharan | Published: 2019-11-17
モデル性能評価
注意メカニズム
画像フォレンジック

Suspicion-Free Adversarial Attacks on Clustering Algorithms

Authors: Anshuman Chhabra, Abhishek Roy, Prasant Mohapatra | Published: 2019-11-16
モデル性能評価
数値安定性の問題
敵対的攻撃手法

DomainGAN: Generating Adversarial Examples to Attack Domain Generation Algorithm Classifiers

Authors: Isaac Corley, Jonathan Lwowski, Justin Hoffman | Published: 2019-11-14 | Updated: 2020-02-14
ボットネット検出
モデル性能評価
敵対的攻撃手法