SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 426–450 of 822 papers

TitleStatusHype
Winning Amazon KDD Cup'24—0
VidModEx: Interpretable and Efficient Black Box Model Extraction for High-Dimensional SpacesCode0
ABC Align: Large Language Model Alignment for Safety & Accuracy—0
On the Problem of Text-To-Speech Model Selection for Synthetic Data Generation in Automatic Speech Recognition—0
Algorithms for Collaborative Machine Learning under Statistical Heterogeneity—0
Optimizing Synthetic Data for Enhanced Pancreatic Tumor SegmentationCode0
On the Effect of Purely Synthetic Training Data for Different Automatic Speech Recognition Architectures—0
Flexible Generation of Preference Data for Recommendation AnalysisCode0
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation—0
Weak-to-Strong Compositional Learning from Generative Models for Language-based Object Detection—0
MSCT: Addressing Time-Varying Confounding with Marginal Structural Causal Transformer for Counterfactual Post-Crash Traffic Prediction—0
Unsupervised and Interpretable Synthesizing for Electrical Time Series Based on Information Maximizing Generative Adversarial Nets—0
LLMs-in-the-loop Part-1: Expert Small AI Models for Bio-Medical Text Translation—0
Zero-shot Cross-Lingual Transfer for Synthetic Data Generation in Grammatical Error Detection—0
Monocular pose estimation of articulated surgical instruments in open surgery—0
What Makes and Breaks Safety Fine-tuning? A Mechanistic Study—0
Convex space learning for tabular synthetic data generationCode0
When in Doubt, Cascade: Towards Building Efficient and Capable Guardrails—0
Synthetic Data for Discriminating Serotonergic Neurons using Convolutional Neural Networks—0
Synthetic Test Data Generation Using Recurrent Neural Networks: A Position Paper—0
Enhancing Hallucination Detection through Perturbation-Based Synthetic Data Generation in System ResponsesCode0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—0
Synthetic Multimodal Question Generation—0
SK-VQA: Synthetic Knowledge Generation at Scale for Training Context-Augmented Multimodal LLMs—0
Effects of Using Synthetic Data on Deep Recommender Models' Performance—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