Synthetic Data -- what, why and how?

Synthetic Data -- what, why and how?

6 May 2022

Giovanni Cherubin

Samuel N. Cohen

Papers citing "Synthetic Data -- what, why and how?"

19 / 19 papers shown

Title
Concept-as-Tree: Synthetic Data is All You Need for VLM Personalization Ruichuan An Kai Zeng Ming Lu Sihan Yang Renrui Zhang Huitong Ji Qizhe Zhang Y. Luo Hao Liang Wentao Zhang 63 0 0 17 Mar 2025
Synthetic Data: Revisiting the Privacy-Utility Trade-off Fatima Jahan Sarmin Atiquer Rahman Sarkar Yang Wang Noman Mohammed 32 3 0 09 Jul 2024
Faraday: Synthetic Smart Meter Generator for the smart grid Sheng Chai Gus Chadney 31 4 0 05 Apr 2024
Advances in Embodied Navigation Using Large Language Models: A Survey Jinzhou Lin Han Gao Xuxiang Feng Rongtao Xu Changwei Wang Man Zhang Li Guo Shibiao Xu LM&Ro LLMAG 66 9 0 01 Nov 2023
Deep Learning for Polycystic Kidney Disease: Utilizing Neural Networks for Accurate and Early Detection through Gene Expression Analysis Kapil Panda Anirudh Mazumder 21 1 0 06 Sep 2023
Utility Theory of Synthetic Data Generation Shi Xu W. Sun Guang Cheng 17 5 0 17 May 2023
Synthcity: facilitating innovative use cases of synthetic data in different data modalities Zhaozhi Qian B. Cebere M. Schaar SyDa 28 57 0 18 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 16 7 0 28 Nov 2022
What Does DALL-E 2 Know About Radiology? Lisa Christine Adams Felix Busch Daniel Truhn Marcus R. Makowski Hugo J. W. L. Aerts Keno K. Bressem MedIm 34 57 0 27 Sep 2022
Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data Georgi Ganev Bristena Oprisanu Emiliano De Cristofaro 37 57 0 23 Sep 2021
Covariance's Loss is Privacy's Gain: Computationally Efficient, Private and Accurate Synthetic Data M. Boedihardjo Thomas Strohmer Roman Vershynin 34 23 0 13 Jul 2021
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 45 186 0 17 Feb 2021
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 118 197 0 16 Feb 2021
Fidelity and Privacy of Synthetic Medical Data O. Mendelevitch M. Lesh 32 29 0 18 Jan 2021
Synthetic Data: Opening the data floodgates to enable faster, more directed development of machine learning methods James Jordon A. Wilson M. Schaar AI4CE 64 16 0 08 Dec 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 299 4,203 0 23 Aug 2019
Data Synthesis based on Generative Adversarial Networks Noseong Park Mahmoud Mohammadi Kshitij Gorde S. Jajodia Hongkyu Park Youngmin Kim 111 466 0 09 Jun 2018
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 145 569 0 19 Mar 2017
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 227 2,545 0 25 Jan 2016