Multi-Class Classification

Protecting Classifiers From Attacks. A Bayesian Approach

Authors: Victor Gallego, Roi Naveiro, Alberto Redondo, David Rios Insua, Fabrizio Ruggeri | Published: 2020-04-18
Multi-Class Classification
Adversarial Perturbation Techniques
Defense Method

Feature Selection and Intrusion Detection in Cloud Environment based on Machine Learning Algorithms

Authors: Amir Javadpour, Sanaz Kazemi Abharian, Guojun Wang | Published: 2020-04-15
Multi-Class Classification
Machine Learning
Anomaly Detection Method

Provable robustness against all adversarial $l_p$-perturbations for $p\geq 1$

Authors: Francesco Croce, Matthias Hein | Published: 2019-05-27 | Updated: 2020-04-24
Multi-Class Classification
Vulnerability Management
Evaluation Method

Supervised Machine Learning Techniques for Trojan Detection with Ring Oscillator Network

Authors: Kyle Worley, Md Tauhidur Rahman | Published: 2019-03-12
Hardware Security
Backdoor Detection
Multi-Class Classification

Complement Objective Training

Authors: Hao-Yun Chen, Pei-Hsin Wang, Chun-Hao Liu, Shih-Chieh Chang, Jia-Yu Pan, Yu-Ting Chen, Wei Wei, Da-Cheng Juan | Published: 2019-03-04 | Updated: 2019-03-21
Multi-Class Classification
Robustness Improvement Method
Adversarial Learning

AutoGAN-based Dimension Reduction for Privacy Preservation

Authors: Hung Nguyen, Di Zhuang, Pei-Yuan Wu, Morris Chang | Published: 2019-02-27 | Updated: 2021-07-27
Privacy Protection Method
Multi-Class Classification
Model Inversion

Increasing the adversarial robustness and explainability of capsule networks with $γ$-capsules

Authors: David Peer, Sebastian Stabinger, Antonio Rodriguez-Sanchez | Published: 2018-12-23 | Updated: 2019-12-05
Multi-Class Classification
Robustness
Deep Learning

Designing Adversarially Resilient Classifiers using Resilient Feature Engineering

Authors: Kevin Eykholt, Atul Prakash | Published: 2018-12-17
Multi-Class Classification
Certified Robustness
Robustness

Anomaly Generation using Generative Adversarial Networks in Host Based Intrusion Detection

Authors: Milad Salem, Shayan Taheri, Jiann Shiun Yuan | Published: 2018-12-11
Data Collection
Multi-Class Classification
Generative Adversarial Network

Machine Learning for Anomaly Detection and Categorization in Multi-cloud Environments

Authors: Tara Salman, Deval Bhamare, Aiman Erbad, Raj Jain, Mohammed Samaka | Published: 2018-10-23
Multi-Class Classification
Information Security
Attack Detection