Data Synthesis based on Generative Adversarial Networks

9 June 2018

Papers citing "Data Synthesis based on Generative Adversarial Networks"

50 / 57 papers shown

Title
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models Andrey Sidorenko 41 0 0 05 May 2025
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 143 0 0 02 May 2025
Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking Dayananda Herurkar Ahmad Ali Andreas Dengel 43 0 0 29 Apr 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 49 2 0 23 Apr 2025
Probabilistic causal graphs as categorical data synthesizers: Do they do better than Gaussian Copulas and Conditional Tabular GANs? Olha Shaposhnyk Noor Abid Mouri Zakir Svetlana Yanushkevich CML 41 1 0 15 Apr 2025
Diffusion Transformers for Tabular Data Time Series Generation Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 59 0 0 10 Apr 2025
Sub-Clustering for Class Distance Recalculation in Long-Tailed Drug Classification Yujia Su Xinjie Li Lionel Z. Wang 30 0 0 07 Apr 2025
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data P. Tiwald Ivona Krchova Andrey Sidorenko Mariana Vargas-Vieyra Mario Scriminaci Michael Platzer 47 1 0 21 Jan 2025
DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators Tejumade Afonja Hui-Po Wang Raouf Kerkouche Mario Fritz SyDa 116 2 0 03 Dec 2024
Deep generative models as an adversarial attack strategy for tabular machine learning Salijona Dyrmishi Mihaela C. Stoian Eleonora Giunchiglia Maxime Cordy AAML LMTD 26 0 0 19 Sep 2024
A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction Nguyen Thach P. Habecker Bergen Johnston Lillianna Cervantes Anika R. Eisenbraun Alex Mason Kimberly Tyler Bilal Khan Hau Chan 18 0 0 17 Jul 2024
DALL-M: Context-Aware Clinical Data Augmentation with LLMs Chihcheng Hsieh Catarina Moreira Isabel Blanco Nobre Sandra Costa Sousa Chun Ouyang M. Brereton Joaquim A. Jorge Jacinto C. Nascimento 48 0 0 11 Jul 2024
P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models Shuo Yang Chenchen Yuan Yao Rong Felix Steinbauer Gjergji Kasneci 38 1 0 17 Jun 2024
KiNETGAN: Enabling Distributed Network Intrusion Detection through Knowledge-Infused Synthetic Data Generation Anantaa Kotal Brandon Luton Anupam Joshi 37 1 0 26 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 109 21 0 15 May 2024
Federated Transfer Component Analysis Towards Effective VNF Profiling Xunzheng Zhang Shadi Moazzeni Juan Marcelo Parra Ullauri R. Nejabati Dimitra Simeonidou 42 1 0 26 Apr 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 47 1 0 19 Apr 2024
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models Zeyu Yang Peikun Guo Khadija Zanna Akane Sano Xiaoxue Yang Akane Sano DiffM 34 8 0 12 Apr 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 66 0 27 Feb 2024
Towards Biologically Plausible and Private Gene Expression Data Generation Dingfan Chen Marie Oestreich Tejumade Afonja Raouf Kerkouche Matthias Becker Mario Fritz SyDa 32 3 0 07 Feb 2024
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models Ziqiang Yuan Kaiyuan Wang Shoutai Zhu Ye Yuan Jingya Zhou Yanlin Zhu Wenqi Wei 42 5 0 19 Jan 2024
TabuLa: Harnessing Language Models for Tabular Data Synthesis Zilong Zhao Robert Birke Lydia Y. Chen LMTD 40 29 0 19 Oct 2023
Does Collaborative Human-LM Dialogue Generation Help Information Extraction from Human Dialogues? Bo-Ru Lu Nikita Haduong Chia-Hsuan Lee Zeqiu Wu Hao Cheng Paul Koester J. Utke Tao Yu Noah A. Smith Mari Ostendorf SyDa 52 2 0 13 Jul 2023
30 Years of Synthetic Data Joerg Drechsler Anna Haensch 30 15 0 04 Apr 2023
REaLTabFormer: Generating Realistic Relational and Tabular Data using Transformers Aivin V. Solatorio Olivier Dupriez LMTD 26 61 0 04 Feb 2023
On the causality-preservation capabilities of generative modelling Yves-Cédric Bauwelinckx Jan Dhaene Tim Verdonck Milan van den Heuvel CML AI4CE 38 0 0 03 Jan 2023
On the Utility Recovery Incapability of Neural Net-based Differential Private Tabular Training Data Synthesizer under Privacy Deregulation Yucong Liu ChiHua Wang Guang Cheng 29 7 0 28 Nov 2022
Permutation-Invariant Tabular Data Synthesis Yujin Zhu Zilong Zhao Robert Birke L. Chen 28 2 0 17 Nov 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 27 223 0 12 Oct 2022
FCT-GAN: Enhancing Table Synthesis via Fourier Transform Zilong Zhao Robert Birke L. Chen 27 7 0 12 Oct 2022
An Empirical Study on the Membership Inference Attack against Tabular Data Synthesis Models Jihyeon Hyeong Jayoung Kim Noseong Park S. Jajodia MIACV 27 13 0 17 Aug 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 31 28 0 19 Jul 2022
TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular Data Vikram S Chundawat Ayush K Tarun Murari Mandal M. Lahoti Pratik Narang 15 28 0 12 Jul 2022
RCC-GAN: Regularized Compound Conditional GAN for Large-Scale Tabular Data Synthesis Mohammad Esmaeilpour Nourhene Chaalia Adel Abusitta François-Xavier Devailly Wissem Maazoun P. Cardinal GAN 17 2 0 24 May 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 40 109 0 06 May 2022
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings M. Alzantot L. Garcia Mani B. Srivastava 27 1 0 25 Apr 2022
CTAB-GAN+: Enhancing Tabular Data Synthesis Zilong Zhao A. Kunar Robert Birke L. Chen 27 78 0 01 Apr 2022
Redactor: A Data-centric and Individualized Defense Against Inference Attacks Geon Heo Steven Euijong Whang AAML 17 2 0 07 Feb 2022
Generative Modeling of Complex Data Luca Canale Nicolas Grislain Grégoire Lothe Johanne Leduc SyDa 15 4 0 04 Feb 2022
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study C. Little Mark Elliot Richard Allmendinger Sahel Shariati Samani 24 20 0 03 Dec 2021
Bi-Discriminator Class-Conditional Tabular GAN Mohammad Esmaeilpour Nourhene Chaalia Adel Abusitta François-Xavier Devailly Wissem Maazoun P. Cardinal 18 12 0 12 Nov 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 27 646 0 05 Oct 2021
Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data Zilong Zhao Robert Birke A. Kunar L. Chen FedML 17 22 0 18 Aug 2021
DTGAN: Differential Private Training for Tabular GANs A. Kunar Robert Birke Zilong Zhao L. Chen 27 11 0 06 Jul 2021
Synthesising Multi-Modal Minority Samples for Tabular Data Sajad Darabi Yotam Elor 21 10 0 17 May 2021
Causal-TGAN: Generating Tabular Data Using Causal Generative Adversarial Networks Bingyang Wen Luis Oliveros Colon K. P. Subbalakshmi R. Chandramouli CML GAN 44 18 0 21 Apr 2021
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 123 198 0 16 Feb 2021
TUTOR: Training Neural Networks Using Decision Rules as Model Priors Shayan Hassantabar Prerit Terway N. Jha 30 10 0 12 Oct 2020
GAN Memory with No Forgetting Yulai Cong Miaoyun Zhao Jianqiao Li Sijia Wang Lawrence Carin CLL 13 116 0 13 Jun 2020
Composite Travel Generative Adversarial Networks for Tabular and Sequential Population Synthesis Godwin Badu-Marfo Bilal Farooq Zachary Patterson 39 31 0 15 Apr 2020