SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 126–150 of 822 papers

TitleStatusHype
Using matrix-product states for time-series machine learningCode1
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown InterventionsCode1
DFNet: Enhance Absolute Pose Regression with Direct Feature MatchingCode1
DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data GenerationCode1
Controllable 3D Generative Adversarial Face Model via Disentangling Shape and AppearanceCode1
A Comprehensive Survey of Synthetic Tabular Data GenerationCode1
Diffusion-HPC: Synthetic Data Generation for Human Mesh Recovery in Challenging DomainsCode1
dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data GenerationCode1
dpmm: Differentially Private Marginal Models, a Library for Synthetic Tabular Data GenerationCode1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare RecordsCode1
ConText-CIR: Learning from Concepts in Text for Composed Image RetrievalCode1
CLIPPER: Compression enables long-context synthetic data generationCode1
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and RefinementCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Differentially Private Synthetic Medical Data Generation using Convolutional GANsCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
Copula-based synthetic data augmentation for machine-learning emulatorsCode1
BLEUBERI: BLEU is a surprisingly effective reward for instruction followingCode1
Generating Synthetic Handwritten Historical Documents With OCR Constrained GANsCode1
MEDIBENG WHISPER TINY: A FINE-TUNED CODE-SWITCHED BENGALI-ENGLISH TRANSLATOR FOR CLINICAL APPLICATIONSCode1
GeoPointGAN: Synthetic Spatial Data with Local Label Differential PrivacyCode1
Scrape, Cut, Paste and Learn: Automated Dataset Generation Applied to Parcel LogisticsCode1
Will we run out of data? Limits of LLM scaling based on human-generated dataCode1
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All datasetsUCI Epileptic Seizure RecognitionUNSW-NB15

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1corGANAUROC0.92—Unverified
2GANAUROC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1kiNETGANEMD0.07—Unverified
2CTGANEMD0.07—Unverified