深層学習

A General Framework For Detecting Anomalous Inputs to DNN Classifiers

Authors: Jayaram Raghuram, Varun Chandrasekaran, Somesh Jha, Suman Banerjee | Published: 2020-07-29 | Updated: 2021-06-17
性能評価
攻撃手法
深層学習

Evaluation of Federated Learning in Phishing Email Detection

Authors: Chandra Thapa, Jun Wen Tang, Alsharif Abuadbba, Yansong Gao, Seyit Camtepe, Surya Nepal, Mahathir Almashor, Yifeng Zheng | Published: 2020-07-27 | Updated: 2021-05-21
プライバシー評価
性能評価
深層学習

Detecting malicious PDF using CNN

Authors: Raphael Fettaya, Yishay Mansour | Published: 2020-07-24 | Updated: 2020-08-02
オンラインマルウェア検出
性能評価
深層学習

Provably Robust Adversarial Examples

Authors: Dimitar I. Dimitrov, Gagandeep Singh, Timon Gehr, Martin Vechev | Published: 2020-07-23 | Updated: 2022-03-17
性能評価
敵対的サンプル
深層学習

Scaling Polyhedral Neural Network Verification on GPUs

Authors: Christoph Müller, François Serre, Gagandeep Singh, Markus Püschel, Martin Vechev | Published: 2020-07-20 | Updated: 2021-05-18
性能評価
深層学習
計算効率

Neural Networks with Recurrent Generative Feedback

Authors: Yujia Huang, James Gornet, Sihui Dai, Zhiding Yu, Tan Nguyen, Doris Y. Tsao, Anima Anandkumar | Published: 2020-07-17 | Updated: 2020-11-10
トレーニングプロトコル
深層学習
生成モデル特性

On Adversarial Robustness: A Neural Architecture Search perspective

Authors: Chaitanya Devaguptapu, Devansh Agarwal, Gaurav Mittal, Pulkit Gopalani, Vineeth N Balasubramanian | Published: 2020-07-16 | Updated: 2021-08-26
性能評価
深層学習
防御メカニズム

Simple and Efficient Hard Label Black-box Adversarial Attacks in Low Query Budget Regimes

Authors: Satya Narayan Shukla, Anit Kumar Sahu, Devin Willmott, J. Zico Kolter | Published: 2020-07-13 | Updated: 2021-06-11
攻撃手法
次元削減手法
深層学習

Improving Adversarial Robustness by Enforcing Local and Global Compactness

Authors: Anh Bui, Trung Le, He Zhao, Paul Montague, Olivier deVel, Tamas Abraham, Dinh Phung | Published: 2020-07-10
ポイズニング
性能評価
深層学習

Robustness Verification for Classifier Ensembles

Authors: Dennis Gross, Nils Jansen, Guillermo A. Pérez, Stephan Raaijmakers | Published: 2020-05-12 | Updated: 2020-07-09
ロバスト性向上手法
攻撃検出
深層学習