Data Generation

Every Query Counts: Analyzing the Privacy Loss of Exploratory Data Analyses

Authors: Saskia Nuñez von Voigt, Mira Pauli, Johanna Reichert, Florian Tschorsch | Published: 2020-08-27
Data Generation
Privacy Loss Analysis
Privacy Assessment

On the Intrinsic Differential Privacy of Bagging

Authors: Hongbin Liu, Jinyuan Jia, Neil Zhenqiang Gong | Published: 2020-08-22
Data Generation
Information-Theoretic Evaluation
Machine Learning Algorithm

PicoDomain: A Compact High-Fidelity Cybersecurity Dataset

Authors: Craig Laprade, Benjamin Bowman, H. Howie Huang | Published: 2020-08-20
Data Generation
Information Leakage Analysis
Anomaly Detection Method

Simulated Blockchains for Machine Learning Traceability and Transaction Values in the Monero Network

Authors: Nathan Borggren, Hyoung-yoon Kim, Lihan Yao, Gary Koplik | Published: 2020-01-12
Data Generation
Data Management System
Machine Learning

Generating Semantic Adversarial Examples via Feature Manipulation

Authors: Shuo Wang, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen, Tianle Chen | Published: 2020-01-06 | Updated: 2022-05-20
Data Generation
Adversarial Example
Adversarial Learning

Model Weight Theft With Just Noise Inputs: The Curious Case of the Petulant Attacker

Authors: Nicholas Roberts, Vinay Uday Prabhu, Matthew McAteer | Published: 2019-12-19
Data Generation
Model Design
Model Communication

MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking

Authors: Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura, Timo Bremer | Published: 2019-12-16 | Updated: 2020-04-30
Data Generation
Robustness
Performance Evaluation Metrics

DAmageNet: A Universal Adversarial Dataset

Authors: Sizhe Chen, Xiaolin Huang, Zhengbao He, Chengjin Sun | Published: 2019-12-16
Data Generation
Robustness
Deep Learning Method

Pseudo Random Number Generation: a Reinforcement Learning approach

Authors: Luca Pasqualini, Maurizio Parton | Published: 2019-12-15
Data Generation
Reward Mechanism Design
Deep Reinforcement Learning

Expansion of Cyber Attack Data From Unbalanced Datasets Using Generative Techniques

Authors: Ibrahim Yilmaz, Rahat Masum | Published: 2019-12-10
Data Generation
Performance Evaluation Metrics
Machine Learning Technology