Synthetic Data Generation

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43 papers in the last four weeks, up 59% on the four weeks before. 0.4% of all new papers.

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  1. HybridSim: A Physics-Learning Hybrid Digital Twin for mmWave Human Sensing

    Jul 17, 2026Weitao Xiong, Tianyu Liu, Peng Li +4Synthetic Data GenerationMillimeter-Wave Radar

    1Xiamen University Malaysia · 2The Hong Kong University of Science and Technology · University of North Carolina at Charlotte

  2. SD-MAR: Multi-image Analytical Reasoning via Synthetic Data and Reinforcement Learning

    Jul 15, 2026Shiyu Yuan, Sourav Sanjukta Bhabesh, Zhe Wang +3Visual ReasoningSynthetic Data Generation

    1Stevens Institute of Technology · 2AGI Foundations for AWS · 3Amazon Web Services (AWS), Amazon

  3. NexForge: Scaling Executable Agent Tasks via Requirement-First Synthesis

    Jul 15, 2026Jiarong Zhao, Zhikai Lei, Zhiheng Xi +5Software Engineering AgentsSynthetic Data Generation

    1East China Normal University · 2Shanghai Qiji Zhifeng Co., Ltd

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

    Jul 15, 2026Na Li, Boyu Kuang, Hongsheng Hu +4Synthetic Data AugmentationMembership Inference Attacks

    Nanjing University of Science and Technology, China · The University of Newcastle, Australia · Southeast University, China +2

  5. DermDepth: Toward Monocular Metric Scale 3D Reconstruction Models for Dermatology

    Jul 14, 2026Héctor Carrión, Narges NorouziMedical Imaging3D Reconstruction

    University of California, Santa Cruz, USA · University of California, Berkeley, USA

  6. Metric-Guided Synthetic Image Data Rendering for Deep Learning compatible with Agentic AI

    Jul 14, 2026Martina Radoynova, Samuel Pantze, Trina De +2Synthetic-to-Real Domain AdaptationSynthetic Data Generation

    Center for Advanced Systems Understanding (CASUS), Görlitz, Germany · Helmholtz-Zentrum Dresden-Rossendorf e. V. (HZDR), Dresden, Germany · Institute of Computer Science, University of Wrocław, Wrocław, Poland +1

  7. AdaPCLA: Adaptive Prior-Calibrated Logit Adjustment for Long-Tailed Longitudinal EHR Generation

    Jul 14, 2026Shuai Cui, Chen Wenxuan, Wenjie Du +3Long-Tail LearningSynthetic Data Generation

    University of Science and Technology of China · Sun Yat-sen University

  8. TraceSynth: Generating Production-Quality Kernel Traces with Constraint-Guided Diffusion Models

    Jul 13, 2026Yuvraj Sehgal, Sneh Patel, Mahsa Panahandeh +2Synthetic Data AugmentationSynthetic Data Generation

    Department of Computer Science, Brock University St. Catharines, Ontario, Canada · School of Electrical Engineering and Computer Science, University of Ottawa Ottawa, Ontario, Canada · Ciena Corporation Ottawa, Canada

  9. IG-GAN: A Generative Adversarial Network for Aerodynamic Data Generation Based on Intrinsic Geometry

    Jul 13, 2026Ying Yan, Liwei Hu, Xiaoming ZhangSynthetic Data GenerationGeometric Representation Learning

    School of Information Science and Engineering, Hebei University of Science and Technology, Shijiazhuang, 050091, China

  10. Trustworthy synthetic data for campaign decision support: strategy simulation fidelity and the PolicySynth framework

    Jul 13, 2026Tung Dang, The Hung Phung, Son Lam Nguyen +1AI-Assisted Decision MakingSynthetic Data Generation

    aGraduate School of Science, The University of Tokyo, 7-3-1 Hongo Bunkyo-ku, Tokyo, 113-0033, Japan · bFaculty of Human Resource Management, Trade Union University, 169 Tay Son, Kim Lien, Hanoi, Vietnam · cInstitute for Business Management Development, Academy Of Finance, 58 Le Van Hien Street, Dong Ngac Ward, Hanoi, Vietnam +1

  11. AU-Guided Synthetic Video Generation for Micro-Expression Recognition

    Jul 12, 2026Pei-Sze Tan, Sailaja Rajanala, Yee-Fan Tan +2Synthetic Data GenerationFacial Expression Recognition

    CyPhi AI Lab, Monash University Malaysia

  12. WattCouncil: Context-Aware Household Energy Scenario Generation With Governed LLMs

    Jul 12, 2026Mohannad Takrouri, Nicolas M. Cuadrado A., Martin TakáčSynthetic Data GenerationTime Series Generation

    Machine Learning Department Mohamed bin Zayed University of Artificial Intelligence Abu Dhabi, United Arab Emirates

  13. OpenLongTail: Generative Scaling of Long-Tail Driving Data

    Jul 10, 2026Lulin Liu, Nuo Chen, Yan Wang +15Camera-Controlled Video GenerationSynthetic Data Generation

    1Texas A&M University · 2NVIDIA · 3UW–Madison +6

  14. The Effects of Synthetic Data and Label Distribution on Canola Branch Counting

    Jul 10, 2026Amirsalar Darvishpour, Mikolaj Cieslak, Adam RunionsSynthetic Data AugmentationPlant Phenotyping

    Department of Computer Science, University of Calgary

  15. SYNRARE: Synthetic Rare Disease EHR Generation for ML Benchmarking

    Jul 10, 2026Nicolai Dinh Khang Truong, Richard RöttgerRare Disease DiagnosisSynthetic Data Generation

    Department of Mathematics and Computer Science, University of Southern Denmark, Campusvej 55, 5230, Odense, Denmark

  16. MobiDiff: Semantic-Aware Multi-Channel Discrete Diffusion for Human Mobility Data Generation

    Jul 9, 2026Rongchao Xu, Lin Jiang, Dahai Yu +5Masked Diffusion ModelsSynthetic Data Generation

    Florida State University Tallahassee, Florida, USA · Rutgers University Piscataway, New Jersey, USA · University of California, Los Angeles Los Angeles, California, USA

  17. CASL-VAE: Learning Structured Latent Variables from Unpaired Data for Semi-supervised Clustering and Paired Sample Generation

    Jul 9, 2026Sai Spandana Chintapalli, Pratik Chaudhari, Christos DavatzikosVariational AutoencodersContrastive Learning

    Center for AI and Data Science for Integrated Diagnostics, University of Pennsylvania · Department of Bioengineering, University of Pennsylvania · Department of Electrical and Systems Engineering, University of Pennsylvania +1

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

    Jul 9, 2026Amir Asiaee, Kaveh AryanCausal Effect EstimationSynthetic Data Generation

    Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, USA · Department of Informatics, King’s College London, London, UK

  19. Infinity-Parser2 Technical Report

    Jul 8, 2026Zuming Huang, Jun Huang, Kexuan Ren +12Synthetic Data GenerationMultimodal Large Language Models

  20. Collaborative Synthetic Data Generation for Knowledge Transfer in Federated Learning

    Jul 8, 2026Maximilian Andreas Hoefler, Karsten Mueller, Wojciech SamekFederated Learning AggregationSynthetic Data Generation

    Fraunhofer Heinrich Hertz Institute · BIFOLD Technical University Berlin

  21. Mitigating Domain Shift in Conditioned Floor Plan Generation: Synthetic Pre-training for Data-Efficient Adaptation

    Jul 7, 2026Matthieu Ospici, Arnaud Gueze, Luc Bourrat +1Synthetic Data PretrainingSynthetic-to-Real Domain Adaptation

    Homiwoo, 8 rue la Boétie, 75008 Paris, France · École Polytechnique, Route de Saclay, 91128 Palaiseau, France

  22. 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 Data GenerationAutomated Software Engineering

    University of Bergamo Bergamo, Italy · University of Toronto Toronto, Canada · Humanitas Clinical and Research Center, IRCCS Rozzano, Italy +2

  23. Creating Power Distribution Network Layouts Using Generative Adversarial Networks and Image-Based Representations

    Jul 7, 2026Juan Manuel Garcia-Perez, Carlos MateoSynthetic Data GenerationConditional Generative Modeling

    School of Engineering (ICAI), Comillas Pontifical University, Spain · Institute for Research in Technology (IIT), School of Engineering (ICAI), Comillas Pontifical University, Spain

  24. Realistic Compound-Lens Defocus Blur Synthesis

    Jul 7, 2026Yunkyu Lee, Woohyeok Kim, Sunghyun ChoImage DeblurringSynthetic Data Generation

    POSTECH, Pohang, Korea

  25. Synthetic Consumer Insight Generation with Large Language Models

    Jul 7, 2026Stephen L. France, Pia. A. AlbinssonLLM PromptingSynthetic Data Generation

    Mississippi State University Mailstop 9582, Mississippi State, MS 39762

  26. InFlux++: Real and Synthetic Data for Estimating Dynamic Camera Intrinsics

    Jul 6, 2026Erich Liang, Caleb Kha-Uong, Chinmaya Saran +5Synthetic Data GenerationCamera Calibration

    Princeton University, Princeton NJ 08544, USA

  27. Enhancing Large Multimodal Models in Key Information Extraction via Scene-Aware Document Synthesis

    Jul 6, 2026Zhipeng Xu, Zulong Chen, Qing Liu +6Synthetic Data GenerationDocument Information Extraction

    Alibaba Group · Taobao and Tmall Group, Alibaba · Qwen Team, Alibaba Group +1

  28. Signal or Noise? Understanding Generative Models for Real-World Sensor Time Series

    Jul 5, 2026Zitao Shuai, Zongzhe Xu, Yuntian Wu +3Flow MatchingSynthetic Data Generation

    University of California, Los Angeles · 2Carnegie Mellon University · 3Massachusetts Institute of Technology

  29. BAT3R: Bootstrapping Articulated 3D Reconstruction from 2D Image Collections

    Jul 4, 2026Jakub Zadrozny, Oisin Mac Aodha, Hakan BilenArticulated Object ReconstructionSynthetic Data Generation

    University of Edinburgh

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

    Jul 4, 2026Hamid Ebrahimy, Moritz Lucas, Martin AtzmuellerSynthetic Data AugmentationSynthetic Data Generation

    Osnabrück University, Joint Lab Artificial Intelligence and Data Science, Osnabrück, Germany · Leibniz Institute for Agricultural Engineering and Bioeconomy (ATB), Potsdam, Germany · German Research Center for Artificial Intelligence (DFKI), Research Department Cooperative and Autonomous Systems (CAS), Osnabrück, Germany