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. Guideline-as-Oracle: Zero-Annotation Training of an Ophthalmic Telephone Triage Agent

    Aug 5, 2026Chenyu Wang, Yi Liu, Baoqing Li +2Supervised Fine-TuningClinical Triage

    Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences · Shanghai Artificial Intelligence Laboratory · ByteDance Inc.

  2. Operationally Feasible Synthetic Power-Grid Scenarios via Learning the AC-Operable Joint Distribution

    Aug 4, 2026Chenhan Xiao, Xinyu He, Haoran Li +2Constrained Generative ModelingSynthetic Data Generation

    School of Electrical, Computer and Energy Engineering at Arizona State University, USA

  3. SynEnergy: Anomaly Semantic-Guided Diffusion for Synthetic Energy Data Generation

    Aug 4, 2026Lin Jiang, Dahai Yu, Ravikumar Gelli +1Synthetic Data GenerationTime Series Generation

    Department of Computer Science Florida State University Tallahassee, Florida, USA · Department of Electrical and Computer Engineering Florida State University Tallahassee, Florida, USA

  4. Question Begets Question: Self-Evolving Curriculum for Reinforcement Fine-Tuning on Competition Mathematics

    Aug 2, 2026Longtian Bao, Jianyou Wang, Yang Zhang +2Synthetic Data GenerationCurriculum RL

    University of Chicago · University of California, San Diego

  5. Poplar: A Scalable Pipeline for Human-Centric Image Dataset Synthesis

    Aug 1, 2026Zhishan ZouSynthetic Data Generation

    Beijing University of Posts and Telecommunications

  6. RF-HOI: Recognize Human-Object Interaction with Radio Frequency Signals

    Jul 31, 2026Lihao Wang, Linlu Gao, Jiacan Yu +5Synthetic Data GenerationHuman-Object Interaction

    Johns Hopkins University, USA

  7. Generative Models for Modeling and Synthesizing MIMO Channels in Adverse Weather Conditions

    Jul 31, 2026Vignesh Nandakumar, Faraz Barati, Brian L. EvansSynthetic Data GenerationWireless Communications

  8. A Synthetically-accessible Universe of Chemically Recyclable Polymers

    Jul 31, 2026Anagha Savit, Wei Xiong, Harikrishna Sahu +3Synthetic Data GenerationMaterials Science

    School of Materials Science and Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA · 2Matmerize Inc., Atlanta, GA 30332, USA · School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA 30332, USA

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

    Jul 31, 2026Mohammad Sadeq Abolhasani, Viswanath GanapathySynthetic Data PretrainingSynthetic Data Generation

    SAP Labs, LLC. Palo Alto, CA, United States

  10. Meta-Task: Turning Terminal Task Synthesis into a Terminal Task for Scalable Agent Training

    Jul 30, 2026Zhihong Pan, Jiyuan He, Kai Zhang +5Synthetic Data GenerationTerminal Agents

    State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China · Meituan

  11. ScratchSim: A Procedural Synthetic Data Pipeline for Surface Scratch Detection

    Jul 29, 2026Paul Julius Kühn, Saptarshi Neil Sinha, Tiago Kleist +3Synthetic-to-Real Domain AdaptationSynthetic Data Generation

    Fraunhofer IGD, Darmstadt, Germany · Fraunhofer IGD, Darmstadt Germany · Fraunhofer IGD & TU Darmstadt, Darmstadt, Germany +1

  12. Pramana: A Composable, Domain-Specific Backend for Empirical Networking Research

    Jul 28, 2026Jaber Daneshamooz, Eugene Vuong, Alagappan Ramanathan +11Synthetic Data Generation

    UC Santa Barbara · University of California, Irvine · IIT Delhi +2

  13. Surgical Re-enactment for Operating Room Workflow Datasets

    Jul 27, 2026Jana Nina Friedrich, Andrea Karin Maria Ross, Angelo Henriques +3Synthetic Data GenerationSurgical Video Understanding

    Medical Autonomy and Precision Surgery Lab, TUM University Hospital, Munich, Germany · TUM School of Medicine and Health, Department of Ophthalmology, TUM University Hospital, Munich, Germany · TUM School of Computation, Information, and Technology, TUM, Munich, Germany +1

  14. SearchArt: Training Long-Horizon Search Agent with Scalable Synthetic and Verified Task

    Jul 25, 2026Lang Mei, Xiaohan Yu, Chong Chen +27Synthetic Data GenerationLLM Agents

    Huawei Cloud Post-Training Team

  15. Synthetic data generation framework for quality control automation in gravure printing

    Jul 23, 2026Korota Arsène Coulibaly, Mohamed Hamlich, Khalid Hmali +1Synthetic Data GenerationSynthetic Anomaly Generation

    LCCPS Lab, ENSAM, Hassan II University of Casablanca, 150 Bd du Nil, Casablanca, 20670, , Morocco · Plastima, Commune Chellalat, Route Secondaire 3002, Mohammedia, Casablanca, , , Morroco

  16. Synthetic minority data is redundant or invalid: a data-dependent validity theory and a de-biased test

    Jul 22, 2026Ahmad B. Hassanat, Ahmad S. Tarawneh, Ghada A. AltarawnehClass-Imbalanced LearningSynthetic Data Generation

    Faculty of Information Technology, Mutah University, Karak, Jordan · Department of Accounting, Mutah University, Karak, Jordan

  17. Persian Pixel: A large-scale synthetic OCR dataset for Persian language

    Jul 22, 2026Pouria Mahdi, Haq Nawaz MalikSynthetic Data GenerationLow-Resource Language Processing

  18. SenWorld: A Digital-Twin Simulation for Generating Context-Rich Evaluation Data

    Jul 22, 2026Zenghui Zhou, Xiaoyang Li, Xiaoxuan Qiao +2Synthetic Data GenerationAgent Evaluation

    ByteDance Inc., Beijing, China

  19. G-MAD: A Game-Based Data Generation Framework for Multi-View RGB-T Aerial Object Detection

    Jul 22, 2026Yechan Kim, JongHyun Park, Dongho Yoon +2Multispectral Object DetectionSynthetic Data Generation

    LIG Defense&Aerospace Republic of Korea · Gwangju Institute of Science and Technology Republic of Korea

  20. Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning

    Jul 22, 2026Md Tanvirul AlamSynthetic Data GenerationVLM Reasoning

    Rochester Institute of Technology Rochester, NY, USA

  21. Generating Bearing Vibration Signals at User-Specified Fault Probabilities Using PR-GAN and Counterfactual Methods

    Jul 21, 2026Seyed Mohammadreza Alavi, Ardeshir Shojaeinasab, Reza Jalayer +2Synthetic Data GenerationTime Series Generation

    Department of Electrical and Computer Engineering, University of Tehran, Tehran, Iran · Department of Electrical and Computer Engineering, University of Victoria, Victoria BC, Canada · FAST-Lab, Faculty of Engineering and Natural Sciences, Tampere University, Korkeakoulunkatu 7, 33720 Tampere, Finland +1

  22. Fast Generation of Representative Synthetic Dataset with Salsa to Train ATR Models with Electromagnetic Couplings Data-Augmentation

    Jul 21, 2026Benjamin Camus, Julien Houssay, Corentin Le Barbu +3Synthetic Data GenerationSynthetic Aperture Radar

    DGA.MI · Scalian DS 2 rue Antoine Becquerel 35700 Rennes, France · DGA Maîtrise de l’Information BP 7 35998 Rennes CEDEX 9, France

  23. Text-conditioned Segmentation for Tomato Phenotyping via Procedural Synthetic Data

    Jul 20, 2026Samy Mounir, Mikolaj Cieslak, Najmeddine Dhieb +8Synthetic-to-Real Domain AdaptationPlant Phenotyping

    Computer, Electrical and Mathematical Sciences and Engineering Division, KAUST, KSA · Department of Computer Science, University of Calgary, Canada · Department of Computer Science, Kiel University, Germany +2

  24. SEE: Structure-aware Exploring & Exploiting for Long-horizon GUI Agent Trajectory Synthesis

    Jul 20, 2026Zhuohang Fan, Beichen Zhang, Yuanfa Li +4Trajectory GenerationSynthetic Data Generation

    Harbin Institute of Technology, Weihai, China · Harbin Institute of Technology (Weihai) Qingdao Research Institute, Qingdao, China

  25. Addressing Limited Data in Auditory Attention Decoding with Diffusion Generative Models

    Jul 20, 2026David Rannaleet, Victor Gunnarsson, Bo Bernhardsson +2Synthetic Data AugmentationNeural Decoding

    Department of Automatic Control, Lund University, Lund, Sweden. · Eriksholm Research Centre, Snekkersten, Denmark. · Department of Electrical Engineering, Linköping University, Linköping, Sweden.

  26. SAGA: Synthetic Agentic Graph Architecture for Temporal Benchmark Generation

    Jul 19, 2026Jiacheng Ding, Xiaofei ZhangSynthetic Data GenerationSynthetic Benchmark Generation

    University of Memphis · Memphis, Tennessee, USA · Tennessee

  27. DADIR: Density-Aware Data-level Imbalanced Regression Framework

    Jul 19, 2026Shermin Shahbazi, Hossein Mohammadi, Mohsen AfsharchiSynthetic Data AugmentationSynthetic Data Generation

    Department of Computer Engineering, University of Zanjan, Zanjan, Iran.

  28. Simulate to Generalize: Scaling Stateful Supervision for API-calling Agents using LLM World Models

    Jul 18, 2026Seanie Lee, Sanjoy Chowdhury, Chao Jiang +5LLM World ModelsSynthetic Data Generation

    Apple

  29. ReqGenX: An Empirical Study of Atomic Decomposition, Artifact Regeneration, and Reconstruction for Legacy SRS Documents

    Jul 18, 2026Ragib Shahariar Ayon, Rayed Fahmi, Sumon Biswas +1Requirements EngineeringSynthetic Data Generation

    Texas State University, San Marcos, TX, USA · Case Western Reserve University, Cleveland, OH, USA

  30. On the Failure of Boundary-Seeking Distillation in Bottlenecked Generative Architectures

    Jul 17, 2026Mohamed Amine KinaSynthetic Data GenerationData-Free Knowledge Distillation

    Universität Bremen