SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 822 papers

TitleStatusHype
Scalable and Ethical Insider Threat Detection through Data Synthesis and Analysis by LLMs—0
Few-shot_LLM_Synthetic_Data_with_Distribution_MatchingCode0
DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM GuardrailsCode1
Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data SynthesisCode0
MultiFloodSynth: Multi-Annotated Flood Synthetic Dataset Generation—0
Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2—0
Automatic Prompt Optimization Techniques: Exploring the Potential for Synthetic Data Generation—0
SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and DatasetCode1
BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation—0
CoddLLM: Empowering Large Language Models for Data Analytics—0
XRF V2: A Dataset for Action Summarization with Wi-Fi Signals, and IMUs in Phones, Watches, Earbuds, and GlassesCode1
Synthetic Data Generation for Augmenting Small Samples—0
FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop DataCode1
Making Sense of Data in the Wild: Data Analysis Automation at Scale—0
Programming by Examples Meets Historical Linguistics: A Large Language Model Based Approach to Sound Law Induction—0
Generative Data Augmentation Challenge: Zero-Shot Speech Synthesis for Personalized Speech Enhancement—0
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic DataCode4
Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and RefinementCode1
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation—0
Synthetic Data Generation by Supervised Neural Gas Network for Physiological Emotion Recognition DataCode1
Data Enrichment Opportunities for Distribution Grid Cable Networks using Variational Autoencoders—0
Sequential PatchCore: Anomaly Detection for Surface Inspection using Synthetic Impurities—0
Generating Realistic Synthetic Head Rotation Data for Extended Reality using Deep Learning—0
Quantum Down Sampling Filter for Variational Auto-encoderCode0
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though—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