Literature Database

One Parameter Defense — Defending against Data Inference Attacks via Differential Privacy

Authors: Dayong Ye, Sheng Shen, Tianqing Zhu, Bo Liu, Wanlei Zhou | Published: 2022-03-13
Privacy Enhancing Technology
Membership Inference
Defense Method

Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior

Authors: Yinpeng Dong, Shuyu Cheng, Tianyu Pang, Hang Su, Jun Zhu | Published: 2022-03-13
Poisoning
Optimization Methods
Deep Learning Technology

An integrated Auto Encoder-Block Switching defense approach to prevent adversarial attacks

Authors: Anirudh Yadav, Ashutosh Upadhyay, S. Sharanya | Published: 2022-03-11
Training Data Generation
Adversarial Example
Defense Method

Designing ML-Resilient Locking at Register-Transfer Level

Authors: Dominik Sisejkovic, Luca Collini, Benjamin Tan, Christian Pilato, Ramesh Karri, Rainer Leupers | Published: 2022-03-10 | Updated: 2022-04-06
Security Metric
Robustness
Optimization Methods

Evaluation of Machine Learning Algorithms in Network-Based Intrusion Detection System

Authors: Tuan-Hong Chua, Iftekhar Salam | Published: 2022-03-10
Performance Evaluation
Deep Learning Method
Feature Engineering

LineVD: Statement-level Vulnerability Detection using Graph Neural Networks

Authors: David Hin, Andrey Kan, Huaming Chen, M. Ali Babar | Published: 2022-03-10 | Updated: 2022-03-25
Graph Neural Network
Deep Learning Method
Vulnerability Analysis

The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems

Authors: Giovanni Apruzzese, Luca Pajola, Mauro Conti | Published: 2022-03-09
Dataset Generation
Framework
Generalization Performance

Adaptative Perturbation Patterns: Realistic Adversarial Learning for Robust Intrusion Detection

Authors: João Vitorino, Nuno Oliveira, Isabel Praça | Published: 2022-03-08 | Updated: 2022-03-29
DDoS Attack
Data Generation
Robustness Evaluation

LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data

Authors: Lianlian Jiang, Yuexuan Wang, Wenyi Zheng, Chao Jin, Zengxiang Li, Sin G. Teo | Published: 2022-03-08
Privacy Protection Mechanism
Framework
Computational Complexity

Towards Efficient Data-Centric Robust Machine Learning with Noise-based Augmentation

Authors: Xiaogeng Liu, Haoyu Wang, Yechao Zhang, Fangzhou Wu, Shengshan Hu | Published: 2022-03-08
Data Generation
Robustness Evaluation
Defense Method