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Synthetic Data356 papersSynthetic Data233 papersSynthetic Data Augmentation155 papersSynthetic Dataset53 papersSynthetic Tabular Data42 papersSynthetic Training Data33 papers

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Papers

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  1. Discriminative Span as a Predictor of Synthetic Data Utility via Classifier Reconstruction

    May 10, 2026Radhika Amar Desai, Modigari NarendraSynthetic DataVision Datasets

  2. Property-Driven Synthetic Data Engineering for Data-Scarce Software Systems: Reflections from the Breast Cancer Domain

    Jul 7, 2026Aurora Francesca Zanenga, Andrea Bombarda, Marsha Chechik +4Synthetic DataRadiotherapy

  3. Learning with Synthetic Data via SGD in High-Dimensional Linear Regression

    Sep 10, 2026Jichu li, Difan ZouSynthetic DataStochastic Gradient Descent

  4. Task-Conditioned Synthetic Data Generation for Improving Machine Learning Performance in Agricultural Prediction Tasks

    Jul 4, 2026Hamid Ebrahimy, Moritz Lucas, Martin AtzmuellerSynthetic DataMachine Learning

  5. Curriculum Matters: Data-Efficient Relational PFN Pretraining with Synthetic Data

    Jul 31, 2026Mohammad Sadeq Abolhasani, Viswanath GanapathyTabular Prior-Data Fitted NetworkRelational Deep Learning

  6. Hidden Threat in Synthetic Data: Covert Targeted Bias Injection through Benign Text

    Aug 31, 2026Minkyung Cho, Jihyo Kim, SeungWoo Song +4Synthetic DataLarge Language Model Fine-Tuning

  7. SynAE: A Framework for Measuring the Quality of Synthetic Data for Tool-Calling Agent Evaluations

    May 21, 2026Shuaiqi Wang, Aadyaa Maddi, Zinan Lin +1Synthetic DataAgentic Evaluations

  8. Improving TabPFN's Synthetic Data Generation by Integrating Causal Structure

    Mar 10, 2026Davide Tugnoli, Andrea De Lorenzo, Marco Virgolin +1Synthetic Tabular DataTabular Prior-Data Fitted Network

  9. Private Seeds, Public LLMs: Realistic and Privacy-Preserving Synthetic Data Generation

    Apr 8, 2026Qian Ma, Sarah RajtmajerSynthetic DataDifferential Privacy

  10. Valid Inference with Synthetic Data via Task Exchangeability

    Jun 11, 2026Lezhi Tan, Tijana ZrnicSynthetic DataComputational Social Science

  11. Object Detection for Autonomous Driving in Chinese Rural Scenes: An Experimental Study on Real-Synthetic Data Mixing and Model Evaluation

    Jul 29, 2026Danning Zhu, Ziyan Lin, Jing WuNaturalistic Driving DataObject Detection

  12. When T2I Synthetic Data Backfires: Amplified Privacy Risks in Real-Synthetic Mix Training

    Jul 15, 2026Na Li, Boyu Kuang, Hongsheng Hu +4Synthetic DataEfficient Privacy Loss

  13. Synthetic Flight Data Generation Using Generative Models

    Apr 22, 2026Karim Aly, Alexei SharpanskykhSynthetic DataFlight Performance

  14. Balancing Real and Synthetic Data for CNN-based Masonry Crack Detection

    Jun 6, 2026Mattia Forlesi, Alfonso Esposito, Ivan Zyrianoff +2Synthetic DataConvolutional Neural Networks

  15. Preventing Model Collapse: A Fisher-Rao Perspective on the Dynamics of Training with Synthetic Data

    Sep 16, 2026Matteo Marchi, João Pedro Silvestre, Bahman Gharesifard +1CollapseSynthetic Data

  16. Exploring the Role of Synthetic Data Augmentation in Controllable Human-Centric Video Generation

    Apr 23, 2026Yuanchen Fei, Yude Zou, Zejian Kang +3Controllable Video GenerationVideo Dataset

  17. Memisis: Orchestrating and Evaluating Synthetic Data for Tabular Health Datasets

    May 18, 2026Nitish Nagesh, Pengbao Zhou, Atchuth Naveen Chilaparasetti +8Synthetic DataBenchmark Datasets

  18. Data Safety: Synthetic Data Quality Analysis Using CIFAKE Dataset

    Jul 13, 2026Kuniko Paxton, Amila Akagić, Koorosh Aslansefat +2Synthetic Image DetectionSynthetic Data

  19. Position: Privacy Is a Claim, Not a Property of Synthetic Data

    Sep 1, 2026Jiachen Zhao, Antonia Januszewicz, Taeho JungSynthetic DataAI Privacy Risks and Protection

  20. Quantifying the Privacy of Counterfactuals by Leveraging Membership Inference Attacks Against Synthetic Data

    Jun 4, 2026Maryam Babaei, Yingke Wang, Hadrien Lautraite +3Membership Inference AttacksCounterfactual Reasoning

  21. Synthetic Data Alone is Enough? Rethinking Data Scarcity in Pediatric Rare Disease Recognition

    May 21, 2026Ganlin Feng, Yuxi Long, Erin Lou +4Synthetic DataRare Disease

  22. Does Synthetic Data Help? Empirical Evidence from Deep Learning Time Series Forecasters

    May 7, 2026Hugo Cazaux, Eyjólfur Ingi Ásgeirsson, Hlynur StefánssonSynthetic Time SeriesSynthetic Data

  23. Learning from Synthetic Data without Model Collapse in Iterative Instruction Tuning

    Jul 19, 2026Xiaonan Luo, Yue Huang, Kehan Guo +4Instruction TuningSynthetic Training Data

  24. Escaping Model Collapse via Synthetic Data Verification: Near-term Improvements and Long-term Convergence

    Oct 18, 2025Bingji Yi, Qiyuan Liu, Yuwei Cheng +1Synthetic DataRetraining

  25. Workload-Preserving Differentially Private Synthetic Data for Causal Inference via Maximum-Entropy Calibration

    Jul 9, 2026Amir Asiaee, Kaveh AryanCausal InferencesSynthetic Data

  26. Phantoms and Disclosures: a Causal Framework for Auditing Synthetic Data

    Jun 15, 2026Kareem Amin, Rudrajit Das, Alessandro Epasto +4Synthetic DataMembership Inference Attacks

  27. The Fairness Collapse Phenomenon: Bias Amplification in Language Models Trained on Synthetic Data

    Aug 4, 2026Irina Proskurina, Antoine Gourru, Julien VelcinLarge Language Model BiasSynthetic Data

  28. Recursive Learning Without Collapse: A Weighting-Based Stabilization Framework

    Feb 25, 2025Hengzhi He, Shirong Xu, Guang ChengSynthetic DataGenerative Models

  29. Does Synthetic Layered Design Data Benefit Layered Design Decomposition?

    May 14, 2026Kam Man Wu, Haolin Yang, Qingyu Chen +3Synthetic DataLarge Image Datasets

  30. TabQueryBench: A Query-Centric Benchmark for Synthetic Tabular Data

    Jul 4, 2026Jialin Zhang, Fenghao Dong, Yajie Zhou +2Synthetic Tabular DataTabular Data