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
Improved Training of Wasserstein GANsCode1
Wasserstein GANCode1
Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training—0
DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations—0
How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RECode0
SoK: Can Synthetic Images Replace Real Data? A Survey of Utility and Privacy of Synthetic Image Generation—0
PuckTrick: A Library for Making Synthetic Data More Realistic—0
RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models—0
Latent Noise Injection for Private and Statistically Aligned Synthetic Data Generation—0
Graph-Convolutional-Beta-VAE for Synthetic Abdominal Aorta Aneurysm Generation—0
The Synthetic Mirror -- Synthetic Data at the Age of Agentic AI—0
Unlocking the Potential of Large Language Models in the Nuclear Industry with Synthetic Data—0
Spatiotemporal deep learning models for detection of rapid intensification in cyclones—0
Private Evolution Converges—0
Scaling Human Activity Recognition: A Comparative Evaluation of Synthetic Data Generation and Augmentation Techniques—0
SOP-Bench: Complex Industrial SOPs for Evaluating LLM Agents—0
Optimization-Free Universal Watermark Forgery with Regenerative Diffusion ModelsCode0
SPARQ: Synthetic Problem Generation for Reasoning via Quality-Diversity Algorithms—0
Synthetic Tabular Data: Methods, Attacks and Defenses—0
Gen-n-Val: Agentic Image Data Generation and Validation—0
Synthetic Dataset Generation for Autonomous Mobile Robots Using 3D Gaussian Splatting for Vision Training—0
Beyond the Norm: A Survey of Synthetic Data Generation for Rare Events—0
BEAR: BGP Event Analysis and ReportingCode0
Does Prompt Design Impact Quality of Data Imputation by LLMs?—0
RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions—0
Corrigibility as a Singular Target: A Vision for Inherently Reliable Foundation Models—0
IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data—0
SMOTE-DP: Improving Privacy-Utility Tradeoff with Synthetic Data—0
VietMix: A Naturally Occurring Vietnamese-English Code-Mixed Corpus with Iterative Augmentation for Machine Translation—0
Multi-Domain ABSA Conversation Dataset Generation via LLMs for Real-World Evaluation and Model Comparison—0
CryoCCD: Conditional Cycle-consistent Diffusion with Biophysical Modeling for Cryo-EM Synthesis—0
StressTest: Can YOUR Speech LM Handle the Stress?—0
Phir Hera Fairy: An English Fairytaler is a Strong Faker of Fluent Speech in Low-Resource Indian Languages—0
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed EnvironmentsCode0
From Alignment to Advancement: Bootstrapping Audio-Language Alignment with Synthetic Data—0
SIPDO: Closed-Loop Prompt Optimization via Synthetic Data Feedback—0
A Unified Solution to Video Fusion: From Multi-Frame Learning to Benchmarking—0
Reasoning Is Not All You Need: Examining LLMs for Multi-Turn Mental Health Conversations—0
Improving Heart Rejection Detection in XPCI Images Using Synthetic Data Augmentation—0
PIGPVAE: Physics-Informed Gaussian Process Variational Autoencoders—0
The Prompt is Mightier than the Example—0
Large language model as user daily behavior data generator: balancing population diversity and individual personality—0
Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review—0
Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation—0
Aug2Search: Enhancing Facebook Marketplace Search with LLM-Generated Synthetic Data Augmentation—0
Scaling Low-Resource MT via Synthetic Data Generation with LLMs—0
Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data—0
LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data GenerationCode0
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs—0
Robust Federated Learning with Confidence-Weighted Filtering and GAN-Based Completion under Noisy and Incomplete 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