SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 822 papers

TitleStatusHype
Little Giants: Synthesizing High-Quality Embedding Data at ScaleCode0
Deep Empirical Risk Minimization in finance: looking into the futureCode0
LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data GenerationCode0
MC-GEN:Multi-level Clustering for Private Synthetic Data GenerationCode0
Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data SynthesisCode0
An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss FunctionsCode0
Beyond Classification: Financial Reasoning in State-of-the-Art Language ModelsCode0
Joint Selection: Adaptively Incorporating Public Information for Private Synthetic DataCode0
Beyond a Single Mode: GAN Ensembles for Diverse Medical Data GenerationCode0
IR2: Information Regularization for Information RetrievalCode0
Combining Data Generation and Active Learning for Low-Resource Question AnsweringCode0
Animal Detection in Man-made EnvironmentsCode0
Debiasing Synthetic Data Generated by Deep Generative ModelsCode0
Improving text-conditioned latent diffusion for cancer pathologyCode0
Iterative Methods for Private Synthetic Data: Unifying Framework and New MethodsCode0
Post-training Model Quantization Using GANs for Synthetic Data GenerationCode0
Correlation inference attacks against machine learning modelsCode0
Data Generation for Neural Programming by ExampleCode0
Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place RecognitionCode0
HP-GAN: Probabilistic 3D human motion prediction via GANCode0
BEAR: BGP Event Analysis and ReportingCode0
Data-driven modeling of time-domain induced polarizationCode0
Hide-and-Seek Privacy ChallengeCode0
Bayesian Data Augmentation and Training for Perception DNN in Autonomous Aerial VehiclesCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
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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