Synthcity: facilitating innovative use cases of synthetic data in different data modalities

18 January 2023

Papers citing "Synthcity: facilitating innovative use cases of synthetic data in different data modalities"

42 / 42 papers shown

Title
Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints Waldemar Hahn Jan-Niklas Eckardt Christoph Röllig Martin Sedlmayr J. Middeke M. Wolfien 36 0 0 08 May 2025
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models Jan Kapar Niklas Koenen Martin Jullum 64 0 0 29 Apr 2025
Diffusion Transformers for Tabular Data Time Series Generation Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 55 0 0 10 Apr 2025
Tabby: Tabular Data Synthesis with Language Models Sonia Cromp Satya Sai Srinath Namburi GNVV Mohammed Alkhudhayri Catherine Cao Samuel Guo Nicholas Roberts Frederic Sala LMTD 58 0 0 04 Mar 2025
A Generalized Theory of Mixup for Structure-Preserving Synthetic Data Chungpa Lee Jongho Im Joseph H.T. Kim 33 0 0 03 Mar 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 44 1 0 21 Jan 2025
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data Generation Mohammad Khalil Farhad Vadiee Ronas Shakya Qinyi Liu SyDa 34 5 0 03 Jan 2025
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms Qinyi Liu Oscar Blessed Deho Farhad Vadiee Mohammad Khalil Srecko Joksimovic George Siemens SyDa 32 6 0 03 Jan 2025
Debiasing Synthetic Data Generated by Deep Generative Models A. Decruyenaere Heidelinde Dehaene Paloma Rabaey Christiaan Polet Johan Decruyenaere Thomas Demeester S. Vansteelandt AI4CE 21 0 0 06 Nov 2024
Generating Realistic Tabular Data with Large Language Models Dang Nguyen Sunil Gupta Kien Do Thin Nguyen Svetha Venkatesh LMTD SyDa 27 1 0 29 Oct 2024
Benchmarking the Fidelity and Utility of Synthetic Relational Data Valter Hudovernik Martin Jurkovič Erik Štrumbelj 23 2 0 04 Oct 2024
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models Andrei Margeloiu Xiangjian Jiang Nikola Simidjievski M. Jamnik 20 1 0 24 Sep 2024
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection Yuxin Wang Duanyu Feng Yongfu Dai Zhengyu Chen Jimin Huang Sophia Ananiadou Qianqian Xie Hao Wang 24 0 0 06 Aug 2024
Synthetic Data: Revisiting the Privacy-Utility Trade-off Fatima Jahan Sarmin Atiquer Rahman Sarkar Yang Wang Noman Mohammed 20 3 0 09 Jul 2024
Automated Privacy-Preserving Techniques via Meta-Learning Tânia Carvalho Nuno Moniz Luís Antunes 30 0 0 24 Jun 2024
Data Plagiarism Index: Characterizing the Privacy Risk of Data-Copying in Tabular Generative Models Joshua Ward Chi-Hua Wang Guang Cheng 16 3 0 18 Jun 2024
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities Maria F. Davila Sven Groen Fabian Panse Wolfram Wingerath LMTD 27 1 0 31 May 2024
"What do you want from theory alone?" Experimenting with Tight Auditing of Differentially Private Synthetic Data Generation Meenatchi Sundaram Muthu Selva Annamalai Georgi Ganev Emiliano De Cristofaro 22 9 0 16 May 2024
Permissioned Blockchain-based Framework for Ranking Synthetic Data Generators Narasimha Raghavan Mohammad Hossein Tabatabaei Severin Elvatun V. Vallevik S. Larønningen J. F. Nygård 25 2 0 12 May 2024
SynthEval: A Framework for Detailed Utility and Privacy Evaluation of Tabular Synthetic Data A. Lautrup Tobias Hyrup Arthur Zimek Peter Schneider-Kamp 19 0 0 24 Apr 2024
Systematic Assessment of Tabular Data Synthesis Algorithms Yuntao Du Ninghui Li 19 4 0 09 Feb 2024
A primer on synthetic health data Jennifer Anne Bartell Sander Boisen Valentin Anders Krogh Henning Langberg Martin Bøgsted 13 1 0 31 Jan 2024
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 11 25 0 19 Dec 2023
Continuous Diffusion for Mixed-Type Tabular Data Markus Mueller Kathrin Gruber Dennis Fok DiffM 48 5 0 16 Dec 2023
SurvTimeSurvival: Survival Analysis On The Patient With Multiple Visits/Records Le Hung Eng-Jon Ong Miroslaw Bober 20 1 0 16 Nov 2023
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark Lasse Hansen Nabeel Seedat M. Schaar Andrija Petrović 27 17 0 25 Oct 2023
Tertiary Lymphoid Structures Generation through Graph-based Diffusion Manuel Madeira D. Thanou Pascal Frossard MedIm 25 1 0 10 Oct 2023
A Causal Perspective on Loan Pricing: Investigating the Impacts of Selection Bias on Identifying Bid-Response Functions Christopher Bockel-Rickermann Sam Verboven Tim Verdonck Wouter Verbeke CML 11 0 0 07 Sep 2023
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis Conor Hassan Roberto Salomone Kerrie Mengersen 11 6 0 28 Jul 2023
On the Usefulness of Synthetic Tabular Data Generation Dionysis Manousakas Sergul Aydore 8 8 0 27 Jun 2023
Diverse Community Data for Benchmarking Data Privacy Algorithms Aniruddha Sen Christine Task Dhruv Kapur Gary S. Howarth Karan Bhagat 14 3 0 20 Jun 2023
Interpretable Deep Clustering for Tabular Data Jonathan Svirsky Ofir Lindenbaum 20 6 0 07 Jun 2023
Post-processing Private Synthetic Data for Improving Utility on Selected Measures Hao Wang Shivchander Sudalairaj J. Henning Kristjan Greenewald Akash Srivastava 17 5 0 24 May 2023
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series Alexander Nikitin Letizia Iannucci Samuel Kaski TTA SyDa AI4TS 10 10 0 19 May 2023
Synthetic data, real errors: how (not) to publish and use synthetic data B. V. Breugel Zhaozhi Qian M. Schaar SyDa 54 28 0 16 May 2023
Auditing and Generating Synthetic Data with Controllable Trust Trade-offs Brian M. Belgodere Pierre L. Dognin Adam Ivankay Igor Melnyk Youssef Mroueh ... Mattia Rigotti Jerret Ross Yair Schiff Radhika Vedpathak Richard A. Young 8 12 0 21 Apr 2023
Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic Data B. V. Breugel M. Schaar 12 26 0 07 Apr 2023
Differentially-Private Data Synthetisation for Efficient Re-Identification Risk Control Tânia Carvalho Nuno Moniz Luís Antunes Nitesh V. Chawla 11 3 0 01 Dec 2022
DC-Check: A Data-Centric AI checklist to guide the development of reliable machine learning systems Nabeel Seedat F. Imrie M. Schaar 12 12 0 09 Nov 2022
Customs Import Declaration Datasets Chae-Seong Jeong Sundong Kim Jaewoo Park Yeonsoo Choi 11 3 0 04 Aug 2022
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data Hari Prasanna Das Ryan Tran Japjot Singh Xiangyu Yue G. Tison Alberto L. Sangiovanni-Vincentelli C. Spanos OOD MedIm 50 51 0 14 Sep 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 286 4,143 0 23 Aug 2019