SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 822 papers

TitleStatusHype
HILGEN: Hierarchically-Informed Data Generation for Biomedical NER Using Knowledgebases and Large Language Models—0
CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation—0
A Consensus Privacy Metrics Framework for Synthetic Data—0
Neural Descriptors: Self-Supervised Learning of Robust Local Surface Descriptors Using Polynomial PatchesCode0
Rethinking Synthetic Data definitions: A privacy driven approach—0
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models—0
Robust Learning of Diverse Code Edits—0
OceanSim: A GPU-Accelerated Underwater Robot Perception Simulation Framework—0
Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation—0
On Synthetic Data Strategies for Domain-Specific Generative Retrieval—0
FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection—0
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation—0
RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis—0
MVIP -- A Dataset and Methods for Application Oriented Multi-View and Multi-Modal Industrial Part Recognition—0
Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning ModelsCode0
Synth It Like KITTI: Synthetic Data Generation for Object Detection in Driving ScenariosCode0
CLIPPER: Compression enables long-context synthetic data generationCode1
The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text—0
Theorem Prover as a Judge for Synthetic Data Generation—0
From Gaming to Research: GTA V for Synthetic Data Generation for Robotics and Navigations—0
A Systematic Evaluation of Generative Models on Tabular Transportation DataCode0
Typhoon T1: An Open Thai Reasoning Model—0
ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models—0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning—0
Is API Access to LLMs Useful for Generating Private Synthetic Tabular Data?—0
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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