Synthetic Data

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48 papers in the last four weeks, up 92% on the four weeks before. 0.5% of all new papers.

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  1. Matrix-Game 3.0: Real-Time and Streaming Interactive World Model with Long-Horizon Memory

    Apr 10, 2026Zile Wang, Zexiang Liu, Jiaxing Li +20Video World ModelsWorld Models

    Skywork AI

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

    Apr 8, 2026Qian Ma, Sarah RajtmajerSynthetic DataΔ)$-Differential Privacy

    Information Sciences and Technology, The Pennsylvania State University

  3. SimpleProc: Fully Procedural Synthetic Data from Simple Rules for Multi-View Stereo

    Apr 6, 2026Zeyu Ma, Alexander Raistrick, Jia DengLarge-Scale 3D Editing DatasetSynthetic Data

    Princeton University

  4. PoseDreamer: Scalable and Photorealistic Human Data Generation Pipeline with Diffusion Models

    Mar 30, 2026Lorenza Prospero, Orest Kupyn, Ostap Viniavskyi +2Synthetic DataDiffusion Models

    The Podium Institute for Sports Medicine and Technology University of Oxford Oxford, UK · Visual Geometry Group University of Oxford Oxford, UK · Ukrainian Catholic University Lviv, Ukraine

  5. Grounding Sim-to-Real Generalization in Robotic Manipulation: An Empirical Study with Vision-Language-Action Models

    Mar 24, 2026Ruixing Jin, Zicheng Zhu, Ruixiang Ouyang +4Robotic Manipulation PoliciesRobotic Manipulation

    School of Data Science, The Chinese University of Hong Kong, Shenzhen · Shenzhen Loop Area Institute

  6. FMMC: Harnessing the Power of Foundation Models for Accurate Material Classification

    Mar 18, 2026Qingran Lin, Fengwei Yang, Chaolun ZhuRecent Vision Foundation ModelsMaterials

    Georgia Institute of Technology · Duke University · Waseda University

  7. Deep probabilistic model synthesis enables unified modeling of whole-brain neural activity across individual subjects

    Mar 15, 2026William E. Bishop, Luuk W. Hesselink, Bernhard Englitz +2MorphogenesisSynthetic Data

    Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, VA · Computational Neuroscience Lab, Donders Center for Neuroscience, Radboud University, Nijmegen, The Netherlands · Departments of Neurobiology, Engineering Sciences and Applied Mathematics, and Physics and Astronomy, Northwestern University, Evanston, IL +1

  8. QAQ: Bidirectional Semantic Coherence for Selecting High-Quality Synthetic Code Instructions

    Mar 12, 2026Jiayin Lei, Ming Ma, Yunxi Duan +2Synthetic DataData Quality

    Beijing University of Technology, Beijing, 100124, China · Institute of Neuroscience, State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology, Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, 200031, China · University of Chinese Academy of Sciences, Beijing, 100049, China +1

  9. HyPER-GAN: Hybrid Patch-Based Image-to-Image Translation for Real-Time Photorealism Enhancement in Game Engines

    Mar 11, 2026Stefanos Pasios, Nikos NikolaidisUnpaired Image-To-Image TranslationGenerative Adversarial Network

    School of Informatics, Aristotle University of Thessaloniki (AUTH), Thessaloniki, 54124, Greece

  10. 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

    Department of Mathematics, Informatics and Geosciences, University of Trieste, Trieste, Italy · InSilicoTrials Technologies, Riva Grumula 2, 34123 Trieste, Italy · Department of Engineering and Architecture, University of Trieste, Trieste, Italy +3

  11. Using Vision Language Foundation Models to Generate Plant Simulation Configurations via In-Context Learning

    Mar 9, 2026Heesup Yun, Isaac Kazuo Uyehara, Earl Ranario +4Vision-Language Foundation ModelsVisual Evidence

    University of California, Davis

  12. Reconstruction of cosmic-ray direction and energy in radio arrays using deep ensemble graph neural networks

    Feb 26, 2026Arsène Ferrière, Aurélien Benoit-Lévy, Olivier Martineau-Huynh +1Cosmic-Ray Syntactic PoolGraph Neural Networks

    Université Paris-Saclay, CEA, List, F-91120 Palaiseau, France · Sorbonne Université, CNRS, Laboratoire de Physique Nucléaire et des Hautes Énergies (LPNHE), 4 Pl. Jussieu, 75005 Paris, France · National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100101, China +2

  13. MAPLE: Metadata Augmented Private Language Evolution

    Feb 26, 2026Eli Chien, Yuzheng Hu, Ryan McKenna +3Synthetic DataAlphaevolve

    National Taiwan University · University of Illinois Urbana-Champaign · Google Research +1

  14. SynthSAEBench: Evaluating Sparse Autoencoders on Scalable Realistic Synthetic Data

    Feb 16, 2026David Chanin, Adrià Garriga-AlonsoSparse Autoencoder FeaturesImproving Sparse Autoencoders

    University College London · 2MATS · 3Decode Research

  15. Stochastic Parrots or Singing in Harmony? Testing Five Leading LLMs for their Ability to Replicate a Human Survey with Synthetic Data

    Feb 10, 2026Jason Miklian, Kristian Hoelscher, John E. KatsosSurveySynthetic Data

    University of Oslo · Peace Research Institute Oslo · American University of Sharjah

  16. Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching

    Feb 5, 2026Qianxin Xia, Jiawei Du, Yuhan Zhang +6Diffusion-Based Dataset DistillationSelf-Supervised Learning

    University of Electronic Science and Technology of China, Chengdu, China · CFAR, Singapore · SWJTU, Chengdu, China

  17. Hierarchical Latent Structures in Data Generation Process Unify Mechanistic Phenomena across Scale

    Feb 4, 2026Jonas Rohweder, Subhabrata Dutta, Iryna GurevychMechanistic InterpretabilityGeneralized Linear Model

    UKP Lab, TU Darmstadt

  18. PluRel: Synthetic Data unlocks Scaling Laws for Relational Foundation Models

    Feb 3, 2026Vignesh Kothapalli, Rishabh Ranjan, Valter Hudovernik +4Relational DatabasesSynthetic Data

    1Stanford University · 2Kumo AI · 3SAP Labs LLC

  19. Rethinking Anonymity Claims in Synthetic Data Generation: A Model-Centric Privacy Attack Perspective

    Jan 30, 2026Georgi Ganev, Emiliano De CristofaroSynthetic DataAnonymization

    UCL · SAS · UC Riverside

  20. Genie Sim 3.0 : A High-Fidelity Comprehensive Simulation Platform for Humanoid Robot

    Jan 5, 2026Chenghao Yin, Da Huang, Di Yang +16Sim-To-Real Reinforcement LearningScalable Robot Learning

  21. Training Energy-Based Models with Non-MCMC Samplers and Efficient Temperature Estimation

    Dec 2, 2025Kentaro Kubo, Hayato GotoMarkovian SamplingMarkov Chain Monte Carlo

    Corporate Laboratory, Toshiba Corporation, Kawasaki, Kanagawa 212-8582, Japan · RIKEN Center for Quantum Computing (RQC), Wako, Saitama 351-0198, Japan

  22. Learning Peer Influence Probabilities with Linear Contextual Bandits

    Oct 21, 2025Ahmed Sayeed Faruk, Mohammad Shahverdikondori, Elena ZhelevaContextual Bandit FrameworkInfluence Function

    University of Illinois Chicago, Chicago, USA · École Polytechnique Fédérale de Lausanne, Switzerland

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

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

    Independent Researcher. Work done while visiting UChicago CS. · Work done while visiting UChicago CS. · Department of Statistics, University of Chicago. +1

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

    Oct 13, 2025Hengyuan Zhang, Shiping Yang, Xiao Liang +8TeacherSynthetic Data

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

  25. MM-Nav: Multi-View VLA Model for Robust Visual Navigation via Multi-Expert Learning

    Oct 3, 2025Tianyu Xu, Jiawei Chen, Jiazhao Zhang +5Vision-Language NavigationObject Goal Navigation

    Peking University, Beijing, China · Galbot, Beijing, China · Shanghai Jiao Tong University, Shanghai, China +1

  26. Actively Learning Halfspaces without Synthetic Data

    Sep 25, 2025Hadley Black, Kasper Green Larsen, Arya Mazumdar +2O(\Bar{K}\Log N)$Synthetic Data

    Baruch College, CUNY · Aarhus University · University of California, San Diego

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

    Sep 13, 2025Yuping Wu, Viktor Schlegel, Warren Del-Pinto +11Clinical NotesPrivacy-Preserving Framework

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

  28. A Discrepancy-Based Perspective on Dataset Condensation

    Sep 12, 2025Tong Chen, Raghavendra SelvanDiffusion-Based Dataset DistillationDistributional Fidelity

    Department of Computer Science, University of Copenhagen, Denmark

  29. Synthetic data for ratemaking: imputation-based methods vs adversarial networks and autoencoders

    Sep 2, 2025Yevhen Havrylenko, Meelis Käärik, Artur TuttarSynthetic DataActuarial Ratemaking

    Department of Actuarial Science, Faculty of Business and Economics, University of Lausanne, Switzerland · Institute of Mathematics and Statistics, Faculty of Science and Technology, University of Tartu, Estonia

  30. RAD: Retrieval High-quality Demonstrations to Enhance Decision-making

    Jul 21, 2025Lu Guo, Yixiang Shan, Zhengbang Zhu +5Model-Based Reinforcement LearningOffline Reinforcement Learning

    School of Artificial Intelligence, Jilin University, Changchun, China · School of Computer Science, Shanghai Jiao Tong University, Shanghai, China

  31. 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 +2Hate Speech DetectionNatural Language Datasets

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

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

    Jun 11, 2025Parsa Rahimi, Sebastien MarcelSynthetic DataData Augmentation

    1EPFL, Switzerland · 2Idiap, Switzerland

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

    Mar 17, 2025Ruichuan An, Kai Zeng, Ming Lu +5Recent Vision-Language ModelsSynthetic Data

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

  34. Sanity Checking Causal Representation Learning on a Simple Real-World System

    Feb 27, 2025Juan L. Gamella, Simon Bing, Jakob RungeCausal Representation LearningCausal

    Seminar for Statistics, ETH Zurich · Technische Universität Berlin · Department of Computer Science, University of Potsdam +1

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

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

    Department of Statistics and Data Science, University of California, Los Angeles · Wang Yanan Institute for Studies in Economics, Xiamen University

  36. Mantis: Lightweight Foundation Model for Time Series Classification

    Feb 21, 2025Vasilii Feofanov, Songkang Wen, Shifeng Xie +10Time Series Foundation ModelsTime-Series Classification

    1. Huawei Noah’s Ark Lab · 3. Paris Cit´e University · 4. Helmholtz Munich +3

  37. Learning from Many Voices: Literary MT Using Multi-Reference Human and Synthetic Data

    Dec 24, 2024Si Wu, John Wieting, David A. SmithMachine TranslationMultimodal Dataset

    Northeastern University · Google DeepMind

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

    Nov 11, 2024Vladyslav Zalevskyi, Thomas Sanchez, Margaux Roulet +10Medical Image GenerationMagnetic Resonance Imaging

    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

  39. HardCore Generation: Generating Hard UNSAT Problems for Data Augmentation

    Sep 27, 2024Joseph Cotnareanu, Zhanguang Zhang, Hui-Ling Zhen +2SatisfiabilitySynthetic Data

    McGill University Montreal, Canada · Huawei Noah’s Ark Lab Montreal, Canada · Huawei Noah’s Ark Lab Hong Kong, China +1

  40. From system models to class models: An in-context learning paradigm

    Aug 25, 2023Marco Forgione, Filippo Pura, Dario PigaSystem IdentificationIn-Context Learning

    IDSIA Dalle Molle Institute for Artificial Intelligence USI-SUPSI, Via la Santa 1, CH-6962 Lugano-Viganello, Switzerland.

  41. Assessing Predictive Models for Fairness Based on Activity-Space Patterns

    Date pendingFrancesco Lettich, Mario A. Nascimento, Chiara Pugliese +1Algorithmic FairnessPredictability

    Institute of Information Science and Technologies, National Research Council, Pisa, Italy · Department of Computing Science, University of Alberta, Edmonton, Canada · Institute of Informatics and Telematics, National Research Council, Pisa, Italy

  42. Synthetic Blips: Generalizing Synthetic Controls for Dynamic Treatment Effects

    Date pendingAnish Agarwal, Sukjin Han, Dwaipayan Saha +2Heterogeneous Treatment EffectsTreatment Allocation

    Columbia University · University of Bristol · Stanford University +1

  43. ProPS: Prompted Profile Synthesis for Natural Language-Conditioned Speaker Embedding Distributions

    Date pendingThomas Thebaud, Junhyeok Lee, Laureano Moro-Velazquez +2Speech SynthesisSpeaker

    Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA · AMIAD, Palaiseau, France · Department of Signal Theory and Communications, Universidad Carlos III de Madrid (UC3M), Leganes, Spain

  44. PCBWorld: A Benchmark Environment for Engine-Grounded PCB Design Automation

    Date pendingHyungseok Song, Junseok Park, Won-Seok Choi +4Printed Circuit BoardIcr-Rl

    LG AI Research Seoul, Republic of Korea

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

    Date pendingVarun Ghat Ravikumar, Sina Ahmadi, Lena Jäger +1Machine TranslationLow-Resource Languages

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

  46. Bias-Corrected Data Synthesis for Imbalanced Learning

    Date pendingPengfei Lyu, Zhengchi Ma, Linjun Zhang +1OversamplingClass Imbalance

    Department of Biostatistics & Bioinformatics, Duke University · Department of Electrical & Computer Engineering, Duke University · Department of Statistics, Rutgers University +1