Data Generation

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

Mobile authentication of copy detection patterns

Authors: Olga Taran, Joakim Tutt, Taras Holotyak, Roman Chaban, Slavi Bonev, Slava Voloshynovskiy | Published: 2022-03-04 | Updated: 2022-05-18
Dataset Generation
Data Generation
Model Performance Evaluation

Automated Side Channel Analysis of Media Software with Manifold Learning

Authors: Yuanyuan Yuan, Qi Pang, Shuai Wang | Published: 2021-12-09 | Updated: 2021-12-10
Data Generation
Privacy Violation
Medical Image Analysis

Adversarial Attacks Against Deep Generative Models on Data: A Survey

Authors: Hui Sun, Tianqing Zhu, Zhiqiu Zhang, Dawei Jin. Ping Xiong, Wanlei Zhou | Published: 2021-12-01
Data Generation
Backdoor Attack
Adversarial Attack Methods

Property Inference Attacks Against GANs

Authors: Junhao Zhou, Yufei Chen, Chao Shen, Yang Zhang | Published: 2021-11-15
Dataset evaluation
Data Generation
Membership Inference