Literature Database

Deep Probabilistic Models to Detect Data Poisoning Attacks

Authors: Mahesh Subedar, Nilesh Ahuja, Ranganath Krishnan, Ibrahima J. Ndiour, Omesh Tickoo | Published: 2019-12-03
Backdoor Attack
Poisoning Attack
Performance Evaluation

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
Performance Evaluation
Machine Learning Method
Crime Detection

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

Authors: Maede Zolanvari, Marcio A. Teixeira, Raj Jain | Published: 2019-12-02
Imbalanced Dataset
Performance Evaluation Metrics
Machine Learning Technology

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
Performance Evaluation
Deep Learning
Continuous Linear Function

A Method for Computing Class-wise Universal Adversarial Perturbations

Authors: Tejus Gupta, Abhishek Sinha, Nupur Kumari, Mayank Singh, Balaji Krishnamurthy | Published: 2019-12-01
Adversarial Example
Vulnerability of Adversarial Examples
Deep Learning

Data Poisoning Attacks on Neighborhood-based Recommender Systems

Authors: Liang Chen, Yangjun Xu, Fenfang Xie, Min Huang, Zibin Zheng | Published: 2019-12-01
Poisoning
Robustness
Optimization Problem

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
Privacy Protection
Distributed Learning
Performance Evaluation

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
Adversarial Spectrum Attack Detection
Optimization Problem
Deep Learning Method

Error-Correcting Output Codes with Ensemble Diversity for Robust Learning in Neural Networks

Authors: Yang Song, Qiyu Kang, Wee Peng Tay | Published: 2019-11-30 | Updated: 2021-05-07
Error-Correcting Neural Network
Machine Learning
Deep Learning Technology

Federated Learning with Autotuned Communication-Efficient Secure Aggregation

Authors: Keith Bonawitz, Fariborz Salehi, Jakub Konečný, Brendan McMahan, Marco Gruteser | Published: 2019-11-30
Secure Communication Channel
Privacy Assurance
Quantum Classifier