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. ProofVerifier: A Scalable, Diversity-Driven Framework for Natural-Language Proof Verification

    Feb 2, 2026Haotong Yang, Zitong Wang, Shijia Kang +7Synthetic Data GenerationMathematical Reasoning

    Peking University, Beijing, China · Tencent

  2. Omni-RRM: Advancing Omni Reward Modeling via Automatic Rubric-Grounded Preference Synthesis

    Jan 31, 2026Zicheng Kong, Dehua Ma, Zhenbo Xu +9Reward ModelingRL for Language Models

    Beijing University of Posts and Telecommunications, Beijing, P.R. China · ShiFang Technology Inc., Hangzhou, P.R. China · Tsinghua University, Beijing, P.R. China +1

  3. FineInstructions: Scaling Synthetic Instructions to Pre-Training Scale

    Jan 29, 2026Ajay Patel, Colin Raffel, Chris Callison-BurchLanguage Model PretrainingSynthetic Data Pretraining

    University of Pennsylvania · University of Toronto · Vector Institute +1

  4. X-Coder: Advancing Competitive Programming with Synthetic Tasks, Solutions, and Tests

    Jan 11, 2026Jie Wu, Haoling Li, Xin Zhang +8RL for Code GenerationSynthetic Data Generation

    Tsinghua University · Microsoft

  5. SimRPD: Optimizing Recruitment Proactive Dialogue Agents through Simulator-Based Data Evaluation and Selection

    Jan 6, 2026Zhiyong Cao, Dunqiang Liu, Qi Dai +9Synthetic Data GenerationConversational Agents

    Zhaopin Limited · Institute of Automation, Chinese Academy of Sciences · School of Automation,Beijing Institute of Technology +3

  6. Unlocking Zero-shot Potential of Semi-dense Image Matching via Gaussian Splatting

    Nov 26, 2025Juncheng Chen, Chao Xu, Yanjun Cao3D Gaussian SplattingZero-Shot Learning

    State Key Laboratory of Industrial Control Technology, Institute of Cyber Systems and Control, Zhejiang University, Hangzhou, China. · Huzhou Institute of Zhejiang University, Huzhou, China.

  7. Beyond One-Size-Fits-All: Neural Networks for Differentially Private Tabular Data Synthesis

    Nov 17, 2025Kai Chen, Chen Gong, Tianhao WangSynthetic Data GenerationSynthetic Tabular Data Generation

    University of Virginia Charlottesville, USA

  8. LuxIT: A Luxembourgish Instruction Tuning Dataset from Monolingual Seed Data

    Oct 28, 2025Julian Valline, Cedric Lothritz, Siwen Guo +1LLM Fine-TuningSynthetic Data Generation

    Luxembourg Institute of Science and Technology 5 Av. des Hauts-Fourneaux L-4362 Esch-sur-Alzette

  9. Causal-Aware Tabular GANs with Reinforcement Learning

    Oct 28, 2025Tu Anh Hoang Nguyen, Dang Nguyen, Tri-Nhan Vo +3Synthetic Data GenerationSynthetic Tabular Data Generation

    Applied Artificial Intelligence Initiative (A2I2), Deakin University, Australia · School of Computer Science and Information Technology, Adelaide University, Australia

  10. Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher Distillation

    Oct 13, 2025Hengyuan Zhang, Shiping Yang, Xiao Liang +8Synthetic Data GenerationLanguage Model Distillation

    The University of Hong Kong · Simon Fraser University · University of California, Los Angeles +3

  11. MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation

    Sep 30, 2025Mingjin Li, Yu Liu, Huayi Liu +4Multi-Agent LLM SystemsSynthetic Data Generation

    Baidu Inc., Beijing, China

  12. Privacy-Preserving Generation of Clinical Narratives from Medical Terminologies

    Sep 13, 2025Yuping Wu, Viktor Schlegel, Warren Del-Pinto +11Medical Report GenerationHealthcare

    Univeristy of Manchester · Imperial College London, Imperial Global Singapore · Khoo Teck Puat Hospital, Singapore +2

  13. Limited Reference, Reliable Generation: A Two-Component Framework for Tabular Data Generation in Low-Data Regimes

    Sep 12, 2025Mingxuan Jiang, Keyang Chen, Yongxin Wang +10Synthetic Data GenerationSynthetic Tabular Data Generation

    School of Computer Science, Fudan University, Shanghai, 200438, China · Northwestern Polytechnical University, Xi’an, 710129, China · Institute of Financial Technology, Fudan University, Shanghai, 200438, China

  14. Generating Individual Travel Diaries Using Large Language Models Informed by Census and Land-Use Data

    Sep 7, 2025Sepehr Golrokh Amin, Devin Rhoads, Fatemeh Fakhrmoosavi +2Synthetic Data GenerationSynthetic Data Evaluation

    School of Civil and Environmental Engineering, University of Connecticut, United States

  15. MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions

    Sep 4, 2025Aishik Mandal, Tanmoy Chakraborty, Iryna GurevychMental Health CounselingMental Health

    Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science and Hessian Center for AI (hessian.AI), Technische Universität Darmstadt · National Research Center for Applied Cybersecurity ATHENE, Germany · Department of Electrical Engineering, Indian Institute of Technology Delhi, India +1

  16. SyncLoop: A Multimodal Dual-Loop Framework for Self-Improving Mathematical Reasoning

    Jul 22, 2025Xiuwei Chen, Wentao Hu, Hanhui Li +9Synthetic Data GenerationMultimodal Large Language Models

    Sun Yat-sen University · The Hong Kong Polytechnic University · MBZUAI +2

  17. Instance Generation for Patient-to-room Assignment and Admission Scheduling Based on Real Hospital Data

    Jul 4, 2025Tabea Brandt, Christina Büsing, Johanna Leweke +2HealthcareDynamic Programming

    Chair of Combinatorial Optimization, RWTH Aachen University, Im Süsterfeld 9, 52072 Aachen, Germany · Chair of Algorithms and Complexity, RWTH Aachen University, Ahornstraße 55, 52074 Aachen, Germany

  18. ToxSyn-PT: A Synthetic Fine-Grained Dataset of Minority-Targeted Toxic Language in Portuguese

    Jun 11, 2025Iago Alves Brito, Julia Soares Dollis, Fernanda Bufon Farber +2Synthetic Data GenerationHate Speech Detection

    Advanced Knowledge Center for Immersive Technologies (AKCIT) · Federal University of Goiás

  19. ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Recognition

    Jun 11, 2025Parsa Rahimi, Sebastien MarcelSynthetic Data AugmentationSynthetic Data Generation

    1EPFL, Switzerland · 2Idiap, Switzerland

  20. AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

    Jun 9, 2025Yifei Li, Hanane Nour Moussa, Ziru Chen +16Synthetic Data PretrainingSynthetic Data Generation

    Department of Computer Science and Engineering · The Ohio State University · Department of Chemistry +6

  21. RECAST: Expanding the Boundaries of LLMs' Complex Instruction Following with Multi-Constraint Data

    May 25, 2025Zhengkang Guo, Wenhao Liu, Mingchen Xie +13LLM Fine-TuningSynthetic Data Generation

    College of Computer Science and Artificial Intelligence, Fudan University · Xiaohongshu Inc.

  22. Synthetic Enclosed Echoes: A New Dataset to Mitigate the Gap Between Simulated and Real-World Sonar Data

    May 21, 2025Guilherme de Oliveira, Matheus M. dos Santos, Paulo L. J. Drews-JrSynthetic-to-Real Domain AdaptationUnderwater Imaging

    NAUTEC - Intelligent robotics and automation group, FURG - Federal University of Rio Grande, Rio Grande, RS, Brazil · ICMC - Institute of Mathematics and Computer Sciences, USP - University of S˜ao Paulo, S˜ao Carlos, SP, Brazil

  23. Concept-as-Tree: A Controllable Synthetic Data Framework Makes Stronger Personalized VLMs

    Mar 17, 2025Ruichuan An, Kai Zeng, Ming Lu +5Synthetic Data AugmentationVision-Language Models

    1Peking University · 2CUHK MMLab · 3Zhongguancun Academy +1

  24. GERD: Geometric event response data generation

    Dec 4, 2024Jens Egholm Pedersen, Dimitris Korakovounis, Jörg ConradtEvent-Based VisionSynthetic Data Generation

    DTU Electro, Technical University of Denmark, Copenhagen, Denmark · Department of Computational Science and Technology, KTH Royal Institute of Technology, Stockholm, Sweden

  25. Evaluating Synthetic Data Generation for Domain Generalization in Fetal Brain MRI Segmentation

    Nov 11, 2024Vladyslav Zalevskyi, Thomas Sanchez, Margaux Roulet +10Domain RandomizationCross-Modality Medical Image Segmentation

    Department of Radiology, Lausanne University Hospital and University of Lausanne (UNIL), Lausanne, Switzerland · CIBM Center for Biomedical Imaging, Lausanne, Switzerland · Institute for Information Processing, Leibniz University Hannover, Hannover, Germany +5

  26. QDA-SQL: Questions Enhanced Dialogue Augmentation for Multi-Turn Text-to-SQL

    Jun 15, 2024Yinggang Sun, Ziming Guo, Haining Yu +5Synthetic Data GenerationQuestion Answering

    School of Cyberspace Science · Harbin Institute of Technology · Harbin, China +4

  27. A Factorial Study of Synthetic Data Generation for Low-Resource Machine Translation using Grammar Books

    Date pendingVarun Ghat Ravikumar, Sina Ahmadi, Lena Jäger +1LLM Fine-TuningSynthetic Data Generation

    Department of Informatics, University of Zurich · Department of Computational Linguistics, University of Zurich