SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 601–650 of 822 papers

TitleStatusHype
BJTU-WeChat's Systems for the WMT22 Chat Translation Task—0
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown InterventionsCode1
Combining Data Generation and Active Learning for Low-Resource Question AnsweringCode0
Chart-RCNN: Efficient Line Chart Data Extraction from Camera Images—0
CAD2Render: A Modular Toolkit for GPU-accelerated Photorealistic Synthetic Data Generation for the Manufacturing IndustryCode1
Utility Assessment of Synthetic Data Generation MethodsCode0
Robustness Analysis of Deep Learning Models for Population Synthesis—0
DPD-fVAE: Synthetic Data Generation Using Federated Variational Autoencoders With Differentially-Private DecoderCode0
Scalable Modular Synthetic Data Generation for Advancing Aerial Autonomy—0
Conciseness: An Overlooked Language Task—0
Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems—0
Will we run out of data? Limits of LLM scaling based on human-generated dataCode1
Which is the best model for my data?—0
FairGen: Fair Synthetic Data Generation—0
Scrape, Cut, Paste and Learn: Automated Dataset Generation Applied to Parcel LogisticsCode1
Improving Adversarial Robustness by Contrastive Guided Diffusion Process—0
Secure Multiparty Computation for Synthetic Data Generation from Distributed Data—0
Detect, Distill and Update: Learned DB Systems Facing Out of Distribution DataCode0
DigiFace-1M: 1 Million Digital Face Images for Face RecognitionCode2
COPILOT: Human-Environment Collision Prediction and Localization from Egocentric Videos—0
Generating Synthetic Data with Locally Estimated Distributions for Disclosure ControlCode0
Privacy-Preserving Synthetic Data Generation for Recommendation SystemsCode1
StyleTime: Style Transfer for Synthetic Time Series Generation—0
RLIP: Relational Language-Image Pre-training for Human-Object Interaction DetectionCode1
Controllable 3D Generative Adversarial Face Model via Disentangling Shape and AppearanceCode1
Judge a Sentence by Its Content to Generate Grammatical Errors—0
Exploring the Limits of Synthetic Creation of Solar EUV Images via Image-to-Image TranslationCode0
TRoVE: Transforming Road Scene Datasets into Photorealistic Virtual EnvironmentsCode1
Analyzing Data-Centric Properties for Graph Contrastive LearningCode0
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation ModelsCode1
Transfer learning for time series classification using synthetic data generationCode1
Improved α-GAN architecture for generating 3D connected volumes with an application to radiosurgery treatment planning—0
dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data GenerationCode1
Privacy-Preserving Synthetic Educational Data GenerationCode0
Controlled Data Generation via Insertion Operations for NLU—0
Identification of Binary Neutron Star Mergers in Gravitational-Wave Data Using YOLO One-Shot Object Detection—0
Improving Correlation Capture in Generating Imbalanced Data using Differentially Private Conditional GANs—0
ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasetsCode0
Unsupervised Kinematic Motion Detection for Part-segmented 3D Shape CollectionsCode0
Pythae: Unifying Generative Autoencoders in Python -- A Benchmarking Use Case—0
Private Synthetic Data with Hierarchical Structure—0
Empirical Analysis of Noising Scheme based Synthetic Data Generation for Automatic Post-editing—0
A Survey on Deep Learning for Skin Lesion SegmentationCode0
Synthetic Data Generation for Multilingual Domain-Adaptable Question Answering Systems—0
A Kernelised Stein Statistic for Assessing Implicit Generative ModelsCode0
Hands-Up: Leveraging Synthetic Data for Hands-On-Wheel Detection—0
COFS: Controllable Furniture layout Synthesis—0
Noise-Aware Statistical Inference with Differentially Private Synthetic DataCode1
MC-GEN:Multi-level Clustering for Private Synthetic Data GenerationCode0
Adversarial random forests for density estimation and generative modelingCode0
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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