Literature Database

A Robust Comparison of the KDDCup99 and NSL-KDD IoT Network Intrusion Detection Datasets Through Various Machine Learning Algorithms

Authors: Suchet Sapre, Pouyan Ahmadi, Khondkar Islam | Published: 2019-12-31
Model Selection Method
Taxonomy of Attacks
Automated Intrusion Detection System
2019.12.31 2025.05.28
Literature Database

Adversarial Example Generation using Evolutionary Multi-objective Optimization

Authors: Takahiro Suzuki, Shingo Takeshita, Satoshi Ono | Published: 2019-12-30
Effective Perturbation Methods
Multi-Objective Optimization
Adversarial Learning
2019.12.30 2025.05.28
Literature Database

Federated Variance-Reduced Stochastic Gradient Descent with Robustness to Byzantine Attacks

Authors: Zhaoxian Wu, Qing Ling, Tianyi Chen, Georgios B. Giannakis | Published: 2019-12-29 | Updated: 2021-02-03
SGD Characteristics
Robustness Evaluation
Adversarial Learning
2019.12.29 2025.05.28
Literature Database

Cyber Situation Awareness with Active Learning for Intrusion Detection

Authors: Steven McElwee, James Cannady | Published: 2019-12-29
Model Selection Method
Adversarial Learning
Automated Intrusion Detection System
2019.12.29 2025.05.28
Literature Database

Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification

Authors: Farhad Farokhi | Published: 2019-12-29
Privacy Protection Method
Optimization Methods
Statistical Methods
2019.12.29 2025.05.28
Literature Database

Towards Deep Federated Defenses Against Malware in Cloud Ecosystems

Authors: Josh Payne, Ashish Kundu | Published: 2019-12-27
Graph Neural Network
Cloud Computing
Semi-Supervised Learning
2019.12.27 2025.05.28
Literature Database

Benchmarking Adversarial Robustness

Authors: Yinpeng Dong, Qi-An Fu, Xiao Yang, Tianyu Pang, Hang Su, Zihao Xiao, Jun Zhu | Published: 2019-12-26
Poisoning
Adversarial Example
Effectiveness Analysis of Defense Methods
2019.12.26 2025.05.28
Literature Database

Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer

Authors: Hongyan Chang, Virat Shejwalkar, Reza Shokri, Amir Houmansadr | Published: 2019-12-24
Privacy Protection Method
Robustness Evaluation
Malicious Client
2019.12.24 2025.05.28
Literature Database

CNN-generated images are surprisingly easy to spot… for now

Authors: Sheng-Yu Wang, Oliver Wang, Richard Zhang, Andrew Owens, Alexei A. Efros | Published: 2019-12-23 | Updated: 2020-04-04
Data Augmentation Method
Detection of Deepfakes
Image Generation Technology
2019.12.23 2025.05.28
Literature Database

Privacy Attacks on Network Embeddings

Authors: Michael Ellers, Michael Cochez, Tobias Schumacher, Markus Strohmaier, Florian Lemmerich | Published: 2019-12-23
Privacy Protection Method
Membership Inference
Taxonomy of Attacks
2019.12.23 2025.05.28
Literature Database
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