Adversarial Learning

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

secml: A Python Library for Secure and Explainable Machine Learning

Authors: Maura Pintor, Luca Demetrio, Angelo Sotgiu, Marco Melis, Ambra Demontis, Battista Biggio | Published: 2019-12-20 | Updated: 2022-05-13
Poisoning
Adversarial Learning
Watermark Evaluation
2019.12.20 2025.05.28
Literature Database

Explainability and Adversarial Robustness for RNNs

Authors: Alexander Hartl, Maximilian Bachl, Joachim Fabini, Tanja Zseby | Published: 2019-12-20 | Updated: 2020-02-19
Taxonomy of Attacks
Adversarial Learning
Effectiveness Analysis of Defense Methods
2019.12.20 2025.05.28
Literature Database

Random CapsNet Forest Model for Imbalanced Malware Type Classification Task

Authors: Aykut Çayır, Uğur Ünal, Hasan Dağ | Published: 2019-12-20 | Updated: 2020-08-23
Adversarial Learning
Deep Learning
Watermark Evaluation
2019.12.20 2025.05.28
Literature Database

Towards Verifying Robustness of Neural Networks Against Semantic Perturbations

Authors: Jeet Mohapatra, Tsui-Wei, Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel | Published: 2019-12-19 | Updated: 2020-06-15
Robustness Evaluation
Adversarial Learning
Deep Learning
2019.12.19 2025.05.28
Literature Database

SIGMA : Strengthening IDS with GAN and Metaheuristics Attacks

Authors: Simon Msika, Alejandro Quintero, Foutse Khomh | Published: 2019-12-18
Hybrid Algorithm
Adversarial Learning
Automated Intrusion Detection System
2019.12.18 2025.05.28
Literature Database

Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods

Authors: Dylan Slack, Sophie Hilgard, Emily Jia, Sameer Singh, Himabindu Lakkaraju | Published: 2019-11-06 | Updated: 2020-02-03
XAI (Explainable AI)
Adversarial Learning
Attacks on Explainability
2019.11.06 2025.05.28
Literature Database

Adversarial Example Detection by Classification for Deep Speech Recognition

Authors: Saeid Samizade, Zheng-Hua Tan, Chao Shen, Xiaohong Guan | Published: 2019-10-22
Adversarial Learning
Adversarial Transferability
Malfunction of Voice Assistants
2019.10.22 2025.05.28
Literature Database

White-Box Adversarial Defense via Self-Supervised Data Estimation

Authors: Zudi Lin, Hanspeter Pfister, Ziming Zhang | Published: 2019-09-13
Security Analysis
Performance Evaluation
Adversarial Learning
2019.09.13 2025.05.28
Literature Database
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