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Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data

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
ArXiv (abs)PDFHTML

Papers citing "Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data"

12 / 12 papers shown
Title
Efficacy of Image Similarity as a Metric for Augmenting Small Dataset Retinal Image Segmentation
Efficacy of Image Similarity as a Metric for Augmenting Small Dataset Retinal Image Segmentation
Thomas Wallace
I. Heng
Senad Subasic
C. Messenger
MedIm
82
0
0
07 Jul 2025
Position: All Current Generative Fidelity and Diversity Metrics are Flawed
Position: All Current Generative Fidelity and Diversity Metrics are Flawed
Ossi Räisä
B. V. Breugel
M. Schaar
EGVM
90
1
0
28 May 2025
LaTable: Towards Large Tabular Models
LaTable: Towards Large Tabular Models
B. V. Breugel
Jonathan Crabbé
Rob Davis
Mihaela van der Schaar
LMTD
137
4
0
25 Jun 2024
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets
Ossi Raisa
Antti Honkela
194
1
0
06 Feb 2024
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark
Lasse Hansen
Nabeel Seedat
M. Schaar
Andrija Petrović
154
26
0
25 Oct 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data
B. V. Breugel
Nabeel Seedat
F. Imrie
M. Schaar
SyDa
79
28
0
25 Oct 2023
Synthetic data, real errors: how (not) to publish and use synthetic data
Synthetic data, real errors: how (not) to publish and use synthetic data
B. V. Breugel
Zhaozhi Qian
M. Schaar
SyDa
163
37
0
16 May 2023
Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic Data
Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic Data
B. V. Breugel
M. Schaar
110
34
0
07 Apr 2023
Synthcity: facilitating innovative use cases of synthetic data in different data modalities
Synthcity: facilitating innovative use cases of synthetic data in different data modalities
Zhaozhi Qian
B. Cebere
M. Schaar
SyDa
122
77
0
18 Jan 2023
Machine Learning for Smart and Energy-Efficient Buildings
Machine Learning for Smart and Energy-Efficient Buildings
Hari Prasanna Das
Yu-Wen Lin
Utkarsha Agwan
Lucas Spangher
Alex Devonport
Yu Yang
Ján Drgoňa
A. Chong
S. Schiavon
C. Spanos
HAIAI4CE
124
29
0
27 Nov 2022
Improving Adversarial Robustness by Contrastive Guided Diffusion Process
Improving Adversarial Robustness by Contrastive Guided Diffusion Process
Yidong Ouyang
Liyan Xie
Guang Cheng
83
8
0
18 Oct 2022
Conditional Synthetic Data Generation for Personal Thermal Comfort Models
Conditional Synthetic Data Generation for Personal Thermal Comfort Models
Hari Prasanna Das
C. Spanos
SyDaAI4CE
102
2
0
10 Mar 2022

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