Generative Modeling

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39 papers in the last four weeks, up 144% on the four weeks before. 0.4% of all new papers.

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  1. DYSANOS Generative Dynamic Smooth Arbitrage-free Non-parametric Option Surfaces

    Aug 12, 2026Hans Buehler, Blanka Horvath, Anastasis Kratsios +1Quantitative FinanceGenerative Modeling

    Mathematical Institute and Oxford-Man Institute, University of Oxford. · McMaster University and Vector Institute.

  2. Unifying Generative Models with Path Integrals

    Aug 12, 2026Ramon WinterhalderGenerative ModelingFlow-Based Generative Modeling

    TIFLab, Dipartimento di Fisica, Università degli Studi di Milano · and INFN, Sezione di Milano, Via Celoria 16, I-20133 Milano, Italy

  3. Fine-Tuning Generative Models for Extreme Events via CVaR-Penalized Wasserstein Gradient Flows

    Aug 12, 2026Thejani Gamage, Hyemin Gu, Zhizhen Zhang +3Wasserstein Gradient FlowsGenerative Modeling

    Department of Mathematics and Statistics, University of Massachusetts Amherst, Amherst, MA · School of Data and Information Sciences (SDIS) and Department of Mathematics, University of North Carolina at Chapel Hill, Chapel Hill, NC

  4. Generator-Guided Inverse Sampling for Lévy-Driven Generative Models

    Aug 11, 2026Tianfu Qi, Jun Wang, Jun ZhangPosterior SamplingGenerative Modeling

    National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu 611731, China · Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong, China

  5. Renormalising Generative Models for Active Inference: Foundations, Derivations, and Verification

    Aug 10, 2026Karim Zaghw, Andrew Pashea, Marc Pritsch +3Active InferenceGenerative Modeling

    University of Tübingen, Tübingen, Germany · Division of the Social Sciences, University of Chicago, Chicago, IL, USA · Heidelberg University, Heidelberg, Germany +3

  6. Imaginative Generative AI: Crossing the Entropy Wall into Worlds Beyond Imitation

    Aug 10, 2026Farzan Farnia, Hossein Goli, Amin GohariConstrained Generative ModelingDiffusion Model Guidance

    Department of Computer Science and Engineering, The Chinese University of Hong Kong · Department of Information Engineering, The Chinese University of Hong Kong

  7. ControlRadio: Prompt-Driven Controllable Diffusion for Cross-Modal Radio Map Generation

    Aug 10, 2026Kangjun Liu, Xiying Pan, Shuhang Zhang +3Wireless CommunicationsGenerative Modeling

    Pengcheng Laboratory, China · South China University of Technology and the Pengcheng Laboratory, China · Peking University, China +2

  8. Generative Models: Principles, Architectures, and Applications

    Aug 8, 2026Jun LuImage GenerationGenerative Modeling

  9. Leveraging generative models to assist Monte Carlo sampling

    Aug 7, 2026Marylou GabriéNormalizing FlowsGenerative Modeling

    Laboratoire de Physique Statistique, École normale supérieure, PSL Research University, 24 rue Lhomond, 75005 Paris, France

  10. Fluid-DiT: Graph-Free Diffusion Transformers for Fluid Flow Simulations Learning

    Aug 7, 2026Shentong Mo, Guolin KeDiffusion TransformerGenerative Modeling

    CMU · DP Tech

  11. Why the Third Axis Is Freedom

    Aug 5, 2026Michael Timothy BennettOOD GeneralizationGenerative Modeling

    Machine Intelligence and Normative Theory Lab, The Australian National University Canberra, ACT 2601, Australia

  12. Representational separation between unitary and channel quantum generative models via shared classical randomness at shallow depth

    Aug 5, 2026Arunava Majumder, Marius Krumm, Hendrik Poulsen Nautrup +1Quantum Generative ModelingQuantum Machine Learning

    University of Innsbruck, Department of Theoretical Physics, Technikerstraße 21a, A-6020 Innsbruck, Austria.

  13. Marginal Matching Does Not License Factorized Sampling: Auditing Conditional Style Leakage in Factorized Generative Models

    Aug 5, 2026Duong Bach, Hai Nguyen Hong, Cuong DoDisentangled Representation LearningLatent Variable Models

    Smart Health Center (VISHC), VinUniversity, Ha Noi, Viet Nam

  14. Intrinsic-Hybrid Latent Diffusion Models for Generative Modeling on Unknown Manifolds

    Aug 5, 2026Yizhu Wang, Mu Niu, Xiaochen YangLatent Diffusion ModelsGenerative Modeling

    School of Mathematics and Statistics, University of Glasgow, Glasgow, U.K.

  15. Federated generative event models for tokenized electronic health records

    Aug 3, 2026Michael C. Burkhart, Luke Solo, Inhyeok Lee +8Clinical Outcome PredictionGenerative Modeling

    Department of Medicine, University of Chicago, Chicago, Illinois, USA · Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA

  16. SPAE: Spectrally Guided Autoencoder for Pretrained Visual Latents

    Aug 2, 2026Yibin Huang, Jixiang Hong, Zongzhao Li +8AutoencodersVision Foundation Model Adaptation

    Alibaba Group · Gaoling School of Artificial Intelligence, Renmin University of China

  17. One-Sided Quantile Coupling for Flow Matching

    Aug 2, 2026Jin-Young Kim, So-Yoon Cho, Hyun-Gyoon KimFlow MatchingImage Generation

    Independent Researcher · Division of Finance & AI, Hankuk University of Foreign Studies · Dept. of Financial Engineering, Ajou University

  18. Beyond Token-Level Cross-Entropy: Fréchet Distributional Post-Training for Autoregressive Image Generation

    Aug 1, 2026Jinhua Zhang, Yisong Lin, Wei Long +1Generative ModelingAutoregressive Image Generation

    University of Electronic Science and Technology of China

  19. MUL-T: Decoding Spatial Cellular Architecture in Multiplexed Tissue Images

    Jul 30, 2026Farzaneh Seyedshahi, Kai Rakovic, Adalberto Claudio Quiros +2TransformerGenerative Modeling

    Cancer Research UK Scotland Institute, Glasgow, UK · University of Glasgow, Glasgow, UK

  20. SE(3)-MeanFlow: Few-Step Protein Backbone Generation on Lie Groups

    Jul 29, 2026Yikun Bai, Binghang Lu, Yikai Liu +7Flow MatchingLie Group Methods

    Department of Mathematics, Purdue University · School of Electrical and Computer Engineering, Purdue University · Department of Biochemistry, Purdue University +5

  21. Explorative Modeling: Unlocking a Third Pretraining Axis and End-to-End Generation

    Jul 29, 2026Alexi Gladstone, Heng Ji, Yilun DuImage GenerationGenerative Modeling

    1UIUC · 2Harvard

  22. DistillAlign: Coordinating Mode Covering and Mode Seeking in Autoregressive Video Distillation

    Jul 29, 2026Jiaxing Li, Kai Zou, Cindy Zhou +7Generative ModelingAutoregressive Video Generation

    Riemann Dynamics · Nanyang Technological University · 1Riemann Dynamics, 2Nanyang Technological University +2

  23. Existence-Field Diffusion Model for Spatial Point Processes with Variable Cardinality

    Jul 29, 2026Xiaoyin Pan, Christian R. Shelton, Rakshith Mahishi +1Generative ModelingDiffusion Models

    University of California, Riverside · New York University · Zhongguancun Academy

  24. Noise-Robust Conditional Flow Matching: Generating Clean Samples from Noisy Datasets

    Jul 28, 2026Adrian Urbański, Gabriel della Maggiora, Artur YakimovichFlow MatchingImage 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 +2

  25. Can Deep Generative Models Reproduce Non-Stationary Gaussian Random Fields?

    Jul 28, 2026Daniel Kua, Yan SongVariational AutoencodersFlow Matching

    Department of Statistics, University of British Columbia

  26. When Can You Correct Distribution Drift in Temporal Graph Generation? A Sharpening--Drift Tension and an Impossibility for Observation-Based Correction

    Jul 27, 2026Tianpeng Li, Xuan Guo, Wenjun Wang +2Flow MatchingDistribution Shift

    College of New Media and Communication, Tianjin University · School of Artificial Intelligence, Tianjin University · School of Cyberspace Security,Hangzhou Dianzi University

  27. MSVS-VAE: Multi-Scale Anchored VecSet for High-Fidelity 3D Reconstruction

    Jul 27, 2026Dehao Hao, Kaiyi Zhang, Tanghui Jia +10Variational Autoencoders3D Reconstruction

    The Hong Kong University of Science and Technology, Hong Kong SAR, China · Peking University, Beijing, China · The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China +1

  28. Physics-Guided Generative AI for Property-Targeted 3D Porous Media Design

    Jul 27, 2026Peng WangGenerative ModelingConditional Generative Modeling

    Centre for Vision, Speech and Signal Processing (CVSSP), University of Surrey, Guildford, UK

  29. Offline-to-Online Creative Optimization with Generative Models and Adaptive Testing

    Jul 26, 2026Kevin Lee, Benjamin Letham, Zhiyuan Jerry Lin +5Online AdvertisingGenerative Modeling

    University of Michigan · USA · Meta

  30. Exploration of the generative capabilities of Boltzmann machines applied to social systems under the majority rule

    Jul 25, 2026Mauricio A. Valle, Gonzalo A. RuzGenerative ModelingRestricted Boltzmann Machines

    Faculty of Engineering and Sciences Universidad Adolfo Ibáñez Millennium Nucleus for Social Data Science (SODAS) Santiago, Chile · Faculty of Engineering and Sciences Universidad Adolfo Ibáñez Millennium Nucleus for Social Data Science (SODAS) Millennium Nucleus in Data Science for Plant Resilience (PhytoLearning) Santiago, Chile