文献データベース

A Survey of Black-Box Adversarial Attacks on Computer Vision Models

Authors: Siddhant Bhambri, Sumanyu Muku, Avinash Tulasi, Arun Balaji Buduru | Published: 2019-12-03 | Updated: 2020-02-07
ポイズニング
敵対的サンプルの脆弱性
防御手法の効果分析

FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks

Authors: Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique | Published: 2019-12-03 | Updated: 2020-05-14
性能評価
機械学習
深層学習

Deep Probabilistic Models to Detect Data Poisoning Attacks

Authors: Mahesh Subedar, Nilesh Ahuja, Ranganath Krishnan, Ibrahima J. Ndiour, Omesh Tickoo | Published: 2019-12-03
バックドア攻撃
ポイズニング攻撃
性能評価

A Comprehensive Survey on Machine Learning Techniques and User Authentication Approaches for Credit Card Fraud Detection

Authors: Niloofar Yousefi, Marie Alaghband, Ivan Garibay | Published: 2019-12-02
性能評価
機械学習手法
犯罪行為検出

Effect of Imbalanced Datasets on Security of Industrial IoT Using Machine Learning

Authors: Maede Zolanvari, Marcio A. Teixeira, Raj Jain | Published: 2019-12-02
不均衡データセット
性能評価指標
機械学習技術

Fastened CROWN: Tightened Neural Network Robustness Certificates

Authors: Zhaoyang Lyu, Ching-Yun Ko, Zhifeng Kong, Ngai Wong, Dahua Lin, Luca Daniel | Published: 2019-12-02
性能評価
深層学習
連続的な線形関数

A Method for Computing Class-wise Universal Adversarial Perturbations

Authors: Tejus Gupta, Abhishek Sinha, Nupur Kumari, Mayank Singh, Balaji Krishnamurthy | Published: 2019-12-01
敵対的サンプル
敵対的サンプルの脆弱性
深層学習

Data Poisoning Attacks on Neighborhood-based Recommender Systems

Authors: Liang Chen, Yangjun Xu, Fenfang Xie, Min Huang, Zibin Zheng | Published: 2019-12-01
ポイズニング
ロバスト性
最適化問題

Preserving Patient Privacy while Training a Predictive Model of In-hospital Mortality

Authors: Pulkit Sharma, Farah E Shamout, David A Clifton | Published: 2019-12-01
プライバシー保護
分散学習
性能評価

Design and Interpretation of Universal Adversarial Patches in Face Detection

Authors: Xiao Yang, Fangyun Wei, Hongyang Zhang, Jun Zhu | Published: 2019-11-30 | Updated: 2020-07-17
敵対的スペクトル攻撃検出
最適化問題
深層学習手法