SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 251–300 of 822 papers

TitleStatusHype
Synthetica: Large Scale Synthetic Data for Robot Perception—0
zGAN: An Outlier-focused Generative Adversarial Network For Realistic Synthetic Data Generation—0
Rethinking Data Synthesis: A Teacher Model Training Recipe with Interpretation—0
Little Giants: Synthesizing High-Quality Embedding Data at ScaleCode0
Privacy-hardened and hallucination-resistant synthetic data generation with logic-solvers—0
No more hard prompts: SoftSRV prompting for synthetic data generation—0
LLM4GRN: Discovering Causal Gene Regulatory Networks with LLMs -- Evaluation through Synthetic Data Generation—0
Sparkle: Mastering Basic Spatial Capabilities in Vision Language Models Elicits Generalization to Composite Spatial Reasoning—0
Synthetic Data Generation for Residential Load Patterns via Recurrent GAN and Ensemble Method—0
ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope QuestionsCode0
CCUP: A Controllable Synthetic Data Generation Pipeline for Pretraining Cloth-Changing Person Re-Identification ModelsCode0
A Little Human Data Goes A Long WayCode0
Controlled Automatic Task-Specific Synthetic Data Generation for Hallucination Detection—0
CONSULT: Contrastive Self-Supervised Learning for Few-shot Tumor Detection—0
LLM-based Code-Switched Text Generation for Grammatical Error Correction—0
TMGBench: A Systematic Game Benchmark for Evaluating Strategic Reasoning Abilities of LLMsCode0
DFIMat: Decoupled Flexible Interactive Matting in Multi-Person ScenariosCode0
Driving Privacy Forward: Mitigating Information Leakage within Smart Vehicles through Synthetic Data GenerationCode0
SimpleStrat: Diversifying Language Model Generation with Stratification—0
JurEE not Judges: safeguarding llm interactions with small, specialised Encoder Ensembles—0
Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains—0
Unsupervised Data Validation Methods for Efficient Model Training—0
Fill In The Gaps: Model Calibration and Generalization with Synthetic Data—0
Privacy Vulnerabilities in Marginals-based Synthetic Data—0
SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image ClassificationCode1
Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval Augmented Generation—0
Dessie: Disentanglement for Articulated 3D Horse Shape and Pose Estimation from Images—0
Training Language Models on Synthetic Edit Sequences Improves Code SynthesisCode1
Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck PerspectiveCode0
Restoring Super-High Resolution GPS Mobility Data—0
Targeted synthetic data generation for tabular data via hardness characterizationCode0
Improved Generation of Synthetic Imaging Data Using Feature-Aligned DiffusionCode0
DreamStruct: Understanding Slides and User Interfaces via Synthetic Data GenerationCode0
DoPAMine: Domain-specific Pre-training Adaptation from seed-guided data Mining—0
Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for LLMs—0
Differentially Private Non Parametric Copulas: Generating synthetic data with non parametric copulas under privacy guarantees—0
Preserving logical and functional dependencies in synthetic tabular dataCode0
Artificial Data Point Generation in Clustered Latent Space for Small Medical Datasets—0
KIPPS: Knowledge infusion in Privacy Preserving Synthetic Data Generation—0
Towards Synthetic Data Generation for Improved Pain Recognition in Videos under Patient ConstraintsCode0
MANTA -- Model Adapter Native generations that's Affordable—0
CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code RepairCode0
Making Large Language Models into World Models with Precondition and Effect Knowledge—0
Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation—0
Qwen2.5-Coder Technical ReportCode11
Synthetic data augmentation for robotic mobility aids to support blind and low vision people—0
Enhanced segmentation of femoral bone metastasis in CT scans of patients using synthetic data generation with 3D diffusion models—0
SynSUM -- Synthetic Benchmark with Structured and Unstructured Medical RecordsCode0
Generated Data with Fake Privacy: Hidden Dangers of Fine-tuning Large Language Models on Generated Data—0
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources—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