SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 151–200 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
MultiFloodSynth: Multi-Annotated Flood Synthetic Dataset Generation—0
Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data SynthesisCode0
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
User Simulation in the Era of Generative AI: User Modeling, Synthetic Data Generation, and System Evaluation—0
Reading with Intent -- Neutralizing Intent—0
Advancing the Understanding of Fine-Grained 3D Forest Structures using Digital Cousins and Simulation-to-Reality: Methods and Datasets—0
SMIR: Efficient Synthetic Data Pipeline To Improve Multi-Image ReasoningCode0
License Plate Images Generation with Diffusion Models—0
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms—0
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data GenerationCode0
Time Series Language Model for Descriptive Caption Generation—0
SafeSynthDP: Leveraging Large Language Models for Privacy-Preserving Synthetic Data Generation Using Differential Privacy—0
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data—0
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task SynthesisCode3
Mask Factory: Towards High-quality Synthetic Data Generation for Dichotomous Image Segmentation—0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
Autonomous Crack Detection using Deep Learning on Synthetic Thermogram Datasets—0
Leveraging Contrastive Learning for Semantic Segmentation with Consistent Labels Across Varying Appearances—0
Stochastic Model of siRNA Endosomal Escape Mediated by Fusogenic Peptides in OVCAR-3Code0
Improving Equity in Health Modeling with GPT4-Turbo Generated Synthetic Data: A Comparative Study—0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation—0
Using matrix-product states for time-series machine learningCode1
ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance AnalysisCode1
High-throughput digital twin framework for predicting neurite deterioration using MetaFormer attention—0
A Systematic Examination of Preference Learning through the Lens of Instruction-Following—0
Synthetic Data Generation for Anomaly Detection on Table GrapesCode0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—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