TVineSynth: A Truncated C-Vine Copula Generator of Synthetic Tabular Data to Balance Privacy and Utility
Authors: Elisabeth Griesbauer, Claudia Czado, Arnoldo Frigessi, Ingrid Hobæk Haff | Published: 2025-03-20
Data Generation
Differentially Private Knowledge Distillation via Synthetic Text Generation
Authors: James Flemings, Murali Annavaram | Published: 2024-03-01 | Updated: 2024-06-05
Systematic Assessment of Tabular Data Synthesis Algorithms
Authors: Yuntao Du, Ninghui Li | Published: 2024-02-09 | Updated: 2024-04-13
Estimation of conditional average treatment effects on distributed confidential data
Authors: Yuji Kawamata, Ryoki Motai, Yukihiko Okada, Akira Imakura, Tetsuya Sakurai | Published: 2024-02-05 | Updated: 2024-09-10
MetaAID 2.5: A Secure Framework for Developing Metaverse Applications via Large Language Models
Authors: Hongyin Zhu | Published: 2023-12-22
Investigation of Multi-stage Attack and Defense Simulation for Data Synthesis
Authors: Ömer Sen, Bozhidar Ivanov, Martin Henze, Andreas Ulbig | Published: 2023-12-21
Constrained Twin Variational Auto-Encoder for Intrusion Detection in IoT Systems
Authors: Phai Vu Dinh, Quang Uy Nguyen, Dinh Thai Hoang, Diep N. Nguyen, Son Pham Bao, Eryk Dutkiewicz | Published: 2023-12-05
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data
Authors: Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia, Juan Lavista Ferres, Rafael de Sousa | Published: 2023-10-30
Detecting Pretraining Data from Large Language Models
Authors: Weijia Shi, Anirudh Ajith, Mengzhou Xia, Yangsibo Huang, Daogao Liu, Terra Blevins, Danqi Chen, Luke Zettlemoyer | Published: 2023-10-25 | Updated: 2024-03-09
Poison is Not Traceless: Fully-Agnostic Detection of Poisoning Attacks
Authors: Xinglong Chang, Katharina Dost, Gillian Dobbie, Jörg Wicker | Published: 2023-10-24