Data Generation

SCART: Simulation of Cyber Attacks for Real-Time

Authors: Kfir Girstein, Eliron Rahimi, Avi Mendelson | Published: 2023-04-07
Data Generation
Threat modeling
Operational Scenario

AI Model Disgorgement: Methods and Choices

Authors: Alessandro Achille, Michael Kearns, Carson Klingenberg, Stefano Soatto | Published: 2023-04-07
DNN IP Protection Method
Watermarking
Data Generation

Deep Reinforcement Learning based Evasion Generative Adversarial Network for Botnet Detection

Authors: Rizwan Hamid Randhawa, Nauman Aslam, Mohammad Alauthman, Muhammad Khalid, Husnain Rafiq | Published: 2022-10-06
Data Generation
Reinforcement Learning
Deep Learning Method

Augmentation Backdoors

Authors: Joseph Rance, Yiren Zhao, Ilia Shumailov, Robert Mullins | Published: 2022-09-29
Dataset Generation
Data Generation
Backdoor Attack

Node Copying: A Random Graph Model for Effective Graph Sampling

Authors: Florence Regol, Soumyasundar Pal, Jianing Sun, Yingxue Zhang, Yanhui Geng, Mark Coates | Published: 2022-08-04
Class Mapping Method
Data Generation
Optimization Methods

Firenze: Model Evaluation Using Weak Signals

Authors: Bhavna Soman, Ali Torkamani, Michael J. Morais, Jeffrey Bickford, Baris Coskun | Published: 2022-07-02
Data Generation
Model Interpretability
Evaluation Method

A Comprehensive Benchmark Suite for Intel SGX

Authors: Sandeep Kumar, Abhisek Panda, Smruti R. Sarangi | Published: 2022-05-13
TEE Implementation
Data Generation
Performance Evaluation

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

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

Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning

Authors: Maya Kapoor, Joshua Melton, Michael Ridenhour, Mahalavanya Sriram, Thomas Moyer, Siddharth Krishnan | Published: 2022-03-05
Graph Representation Learning
Data Generation
Framework