SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 201–250 of 822 papers

TitleStatusHype
An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss FunctionsCode0
Optimization-Free Universal Watermark Forgery with Regenerative Diffusion ModelsCode0
Debiasing Synthetic Data Generated by Deep Generative ModelsCode0
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed EnvironmentsCode0
PATE-GAN: Generating Synthetic Data with Differential Privacy GuaranteesCode0
Detect, Distill and Update: Detect, Distill and Update: Learned DB Systems Facing Out of Distribution DataCode0
Neural Descriptors: Self-Supervised Learning of Robust Local Surface Descriptors Using Polynomial PatchesCode0
Post-training Model Quantization Using GANs for Synthetic Data GenerationCode0
Subgroup analysis methods for time-to-event outcomes in heterogeneous randomized controlled trialsCode0
Correlation inference attacks against machine learning modelsCode0
Data Generation for Neural Programming by ExampleCode0
MC-GEN:Multi-level Clustering for Private Synthetic Data GenerationCode0
BEAR: BGP Event Analysis and ReportingCode0
Data-driven modeling of time-domain induced polarizationCode0
LowCLIP: Adapting the CLIP Model Architecture for Low-Resource Languages in Multimodal Image Retrieval TaskCode0
Little Giants: Synthesizing High-Quality Embedding Data at ScaleCode0
Boosting Data Analytics With Synthetic Volume ExpansionCode0
Privacy-Preserving Synthetic Educational Data GenerationCode0
Bayesian Data Augmentation and Training for Perception DNN in Autonomous Aerial VehiclesCode0
LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data GenerationCode0
Data Augmentation with Variational Autoencoder for Imbalanced DatasetCode0
Boundless: Generating Photorealistic Synthetic Data for Object Detection in Urban StreetscapesCode0
CyclePose -- Leveraging Cycle-Consistency for Annotation-Free Nuclei Segmentation in Fluorescence MicroscopyCode0
Analyzing Data-Centric Properties for Graph Contrastive LearningCode0
Brain Tumor Synthetic Data Generation with Adaptive StyleGANsCode0
Cut-and-Splat: Leveraging Gaussian Splatting for Synthetic Data GenerationCode0
Joint Selection: Adaptively Incorporating Public Information for Private Synthetic DataCode0
IR2: Information Regularization for Information RetrievalCode0
Balanced Face Dataset: Guiding StyleGAN to Generate Labeled Synthetic Face Image Dataset for Underrepresented GroupCode0
Iterative Methods for Private Synthetic Data: Unifying Framework and New MethodsCode0
Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place RecognitionCode0
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data GenerationCode0
Combining Data Generation and Active Learning for Low-Resource Question AnsweringCode0
Scaling While Privacy Preserving: A Comprehensive Synthetic Tabular Data Generation and Evaluation in Learning AnalyticsCode0
Improved Generation of Synthetic Imaging Data Using Feature-Aligned DiffusionCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Differentially Private Synthetic Data Generation for Relational DatabasesCode0
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic DataCode0
HP-GAN: Probabilistic 3D human motion prediction via GANCode0
Improving text-conditioned latent diffusion for cancer pathologyCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasetsCode0
Convex space learning for tabular synthetic data generationCode0
DPD-fVAE: Synthetic Data Generation Using Federated Variational Autoencoders With Differentially-Private DecoderCode0
A Multi-Faceted Evaluation Framework for Assessing Synthetic Data Generated by Large Language ModelsCode0
Hide-and-Seek Privacy ChallengeCode0
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data GenerationCode0
Advancing Post-OCR Correction: A Comparative Study of Synthetic DataCode0
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation ExtractionCode0
How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RECode0
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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