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. Evaluating Sequence Assembly Strategies for Differentially Private Synthetic Time-Series Forecasting

    Oct 7, 2026Guoxiong Long, Huizhen Huang, Qikun Cai +2Synthetic Data EvaluationSynthetic Data Generation

    School of Computer and Big Data, Minjiang University, No. 200 Xiyuangong Road, Fuzhou, 350108, Fujian, China

  2. Concentration, Not Uncertainty: Why Targeted Synthetic Data Doesn't Help Camouflaged Object Detection

    Oct 7, 2026Akshat Dobhal, Sanjay SinghSynthetic Data SelectionSynthetic Data Generation

    Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India

  3. What Makes Synthetic Hard Negatives Work in Vision-Language Pretraining?

    Oct 7, 2026Nikos Giakoumoglou, Paschalis Giakoumoglou, Andreas Floros +2Vision-Language PretrainingContrastive Learning

    Imperial College London, London, UK · Centre for Research and Technology Hellas, Thessaloniki, Greece

  4. DrugTargetWorld: A Synthetic Biobank for Training and Benchmarking AI Scientists

    Oct 7, 2026Samuel Margolis, Paul Schmiedmayer, Alan Huang +12Drug DiscoveryAI Agent Benchmarks

    Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA · Department of Medicine, Stanford University, Stanford, CA 94305, USA · Division of Computational Medicine, Department of Medicine, Stanford University, Stanford, CA 94305, USA +1

  5. Stability and Diversity of Networked Self-Consuming Generative Ecosystems

    Oct 7, 2026Xiukun Wei, Yang Zhang, Xueru ZhangGenerative ModelingNeural Network Training Dynamics

    The Ohio State University

  6. FaceKit: a Toolkit for Interpretable Facial Phenotyping, Synthetic Image Generation and Privacy Analysis in Rare Diseases

    Oct 7, 2026Hongzhuo Chen, Zhanliang Wang, Florent Pollet +9Rare Disease DiagnosisSynthetic Data Evaluation

    Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA · Applied Mathematics and Computational Science Graduate Program, University of Pennsylvania, Philadelphia, PA, USA · Department of Biomedical Informatics, Columbia University, New York, NY, USA +6

  7. SAGE: Semantic Anchor-Guided Evolution for Grounded Medical QA Data Synthesis

    Oct 6, 2026Chuan Li, Chengyu Wang, Cen Chen +3Synthetic Data GenerationBiomedical QA

    East China Normal University, Shanghai, China · Alibaba Group, Hangzhou, China

  8. Improving Synthetic Data Generation for Argument Mining via Adversarial Reinforcement Learning

    Oct 6, 2026Zhijun Zhang, Qianlong Wang, Keyang Ding +5Adversarial TrainingArgument Mining

    College of Applied Science, Shenzhen University, Shenzhen, China · School of Artificial Intelligence, Shenzhen Technology University, Shenzhen, China · Harbin Institute of Technology (Shenzhen), Shenzhen, China +2

  9. HyperNSDE: Personalized Neural SDEs for Joint Static-Longitudinal Clinical Data Generation

    Oct 5, 2026Perrine Chassat, Agathe GuillouxStochastic Differential EquationsSynthetic Data Generation

    Inria, Université Paris Cité, Inserm, HeKA F-75015 Paris, France

  10. Localize Any Object in X-Ray Security Scans without Human Annotation

    Oct 5, 2026Yaqi Cai, Mingxuan Liu, Lorenzo Vaquero +5Self-Supervised LearningSynthetic Data Generation

    University of Trento · Fondazione Bruno Kessler · Dalian University of Technology +1

  11. Turnslide: Scalable Multi-Turn Data Synthesis by Walking a Finite-State Machine

    Oct 5, 2026Aaron Fainman, Gabriela Kadlecová, Maciej Gryka +7LLM Fine-TuningSynthetic Data Generation

    Imperial College London · distil labs · Agon +1

  12. MiniCorp: The Last Mile of the AI Agent Firm

    Oct 5, 2026Jingying Zeng, Zhenwei Dai, Jinning Li +6Synthetic Data GenerationAI Agent Evaluation

    Microsoft · University of Illinois Urbana-Champaign · Princeton University +2

  13. Imagine to Act: High-Fidelity Data Synthesis via Image Editing World Model for Scalable GUI Agent Training

    Oct 5, 2026Yongxin Ning, Runliang Niu, Qianli Xing +4World ModelsSynthetic Data Generation

    School of Artificial Intelligence, Jilin University · College of Computer Science, Jilin University · OPPO

  14. Invent a Dataset: Measuring dataset generation abilities with zero seed

    Oct 1, 2026Shivalika Singh, Andrija Djurisic, Gbemileke Onilude +2Synthetic Data GenerationSynthetic Data Generation for Language Models

    Adaption

  15. AutoGUIWorld: Image Generators as Visual World Models for GUI Agent

    Oct 1, 2026Cheng Yang, Yifan Wu, Yutao Huang +18World Model LearningSynthetic Data Generation

    Hunyuan AI Data Team

  16. Evaluating LLM-Generated Preference Distributions

    Oct 1, 2026Fan Huang, Minsuk Kim, C. Tyler Diggans +1LLM EvaluationSynthetic Data Generation

    Indiana University Bloomington Bloomington, IN, USA · Massachusetts Institute of Technology Cambridge, MA, USA · Root Dynamix LLC Sewickley, PA, USA

  17. Comparison of techniques for fine-tuning open-weight models for entity extraction from radiology reports

    Sep 30, 2026Aawez Mansuri, Kush Mehta, Mohammadreza Chavoshi +10Supervised Fine-TuningSynthetic Data Generation

    Department of Radiology and Imaging Sciences, Emory University School of Medicine, Atlanta, GA, USA · Department of Computer Science, Emory University, Atlanta, GA, USA

  18. PEG-Tab: Sampling-Time Record Repair and Release Control for Tabular Synthesis

    Sep 30, 2026Pengfei Li, QinYi Liu, Mohammad KhalilSynthetic Data GenerationSynthetic Tabular Data Generation

  19. Interpretable Synthetic Medical Tabular Data Generation for Clinical Decision Support Using Fuzzy Cognitive Maps

    Sep 30, 2026Michael Vasilakakis, Dimitris K. IakovidisSynthetic Data GenerationSynthetic Tabular Data Generation

    Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece · Department of Computer Science and Biomedical Informatics University of Thessaly Lamia, Greece

  20. After a Decade: Bringing Shadow Removal into the Real World with Agentic Training Data

    Sep 29, 2026Shilin Hu, Jingyi Xu, Dimitris Samaras +1Synthetic Data AugmentationShadow Removal

    Department of Computer Science Stony Brook University · Department of Computer Science University of North Carolina at Charlotte

  21. Curating Synthetic Data for Task-Specific Visual Perception

    Sep 29, 2026Saptarshi Neil Sinha, Paul Julius Kühn, Michael WeinmannSynthetic-to-Real Domain AdaptationSynthetic Data Generation

    Fraunhofer IGD, 64283 Darmstadt, Germany · Delft University of Technology, 2628 CD Delft, Netherlands

  22. Synthesis Without Training: An Inference-Only Pipeline for Tabular, Temporal, and Relational Synthetic Data

    Sep 29, 2026Zilong Zhao, Abdul Raheem, Jiayu Li +5Constrained Generative ModelingSynthetic Data Generation

    Betterdata AI · National University of Singapore · University of Illinois Urbana-Champaign +1

  23. SimTrace: Grounded Multimodal User Trajectories Generation for Online User Modeling

    Sep 29, 2026Yunan Lu, Shuang Xie, Meghna Allamudi +4Synthetic Data GenerationUser Modeling

    Shopify · Columbia University

  24. MetaPersona: Task-Grounded Synthetic Populations from Empirical Social Science

    Sep 29, 2026Jinyi Ye, Yuangang Li, Chenxiao Yu +7Personality Modeling in Language ModelsSynthetic Data Generation

    University of Southern California · University of California, Irvine · 2077AI +1

  25. PADMÉ: Preference Alignment Data Synthesis for Meta-Evaluation of LM Agent Evaluators

    Sep 28, 2026Cheng Chang, Yining Mao, Peng QiHuman Preference EvaluationLLM Evaluation

    Uniphore

  26. V-Gym: Enhancing Agentic Visual Reasoning via Skill-Data Co-Evolution

    Sep 28, 2026Bei Yan, Yuecong Min, Jie Zhang +3Synthetic Data GenerationMultimodal Reasoning

    State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

  27. Fuzzy Distribution Modeling for Synthetic Tabular Data Generation with Causality Preservation

    Sep 28, 2026Michael Vasilakakis, Dimitris K. IakovidisSynthetic Data GenerationSynthetic Tabular Data Generation

    Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece

  28. Behavior-Grounded Semantic Enrichment for Financial Fraud Modeling and Reasoning

    Sep 28, 2026Linbo Shao, Huilin He, Yating Lou +1Synthetic Data GenerationFinancial Fraud Detection

    School of Computer Science and Technology, Tongji University, Shanghai, China

  29. Collaborative Synthetic Data for Privacy-Preserving Financial Fraud Detection Across Organizational Silos

    Sep 27, 2026Simeon Allmendinger, Domenique Zipperling, Burhanettin Bahadir Kibar +1Synthetic Data AugmentationSynthetic Data Generation

    University of Bayreuth, AI Responsibility Centre, and Fraunhofer FIT, Universitätstraße 30, 95447 Bayreuth, Germany · Technical University of Munich, Arcisstraße 21, 80333 Munich, Germany

  30. Geometry-Adaptive Mechanisms for Private Synthetic Data

    Sep 27, 2026Raoof Zare Moayedi, Amir R. Asadi, Mohammad Hossein Yassaee +1Intrinsic DimensionalitySynthetic Data Generation

    Sharif University of Technology · University of Birmingham · The Alan Turing Institute