Physics-Informed Generative Modeling

Ask about this topic

Momentum

13 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 45

All topics
CardsList

  1. From Digital Human Interactions to Physics-Based Humanoid Skills: Physics-Grounded Post-Training of Interaction Generators

    Oct 7, 2026Kerui Chen, Jianrong Zhang, Kai Lv +1Physics-Informed Generative ModelingDiffusion Models for Motion Generation

    College of Artificial Intelligence, Zhejiang University. · School of Computer Science and Technology, Beijing Jiaotong University.

  2. One Frame, Full Heartbeat: ECG-Free 4D Cardiac Cine MRI Synthesis via Radial-Decomposed Flow Matching

    Oct 6, 2026Shiyi Wang, Ruochen Sun, Xiang Li +2Medical Image SynthesisCardiac MRI

    Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA · Gordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA · Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA

  3. 4D-HOF: Hand-Object Flow Matching for Feed-Forward 4D Interaction Reconstruction

    Oct 6, 2026Shiqi Li, Sean Cho, Yijie Li +3Physics-Informed Generative Modeling4D Reconstruction

    Texas A&M University · NVIDIA

  4. PhysTacGen: Physics-Aware Visual-Tactile Sensor Image Generation

    Oct 6, 2026Guo Tang, Yongtao WangPhysics-Informed Generative ModelingTactile Sensing

    Wangxuan Institute of Computer Technology, Peking University · VGI Labs Co., Ltd.

  5. OCL-PDE: A Generative Framework for PDE Inverse Problems with Observation-Complementary Latents

    Oct 5, 2026Ding Yang, Chuqi Chen, Chang Ma +1Physics-Informed Generative ModelingPDE Operator Learning

    Department of Mathematics, The Hong Kong University of Science and Technology, Hong Kong · Department of Mathematics, University of Michigan, Ann Arbor, USA · Department of Materials, The Hong Kong University of Science and Technology, Hong Kong +1

  6. HiPhy: Hierarchical Alignment for Physically-Plausible Multi-Principle Video Generation

    Oct 1, 2026Tahira Kazimi, Shubhankar Borse, Munawar Hayat +2Physics-Informed Generative ModelingPhysical Consistency in Video Generation

    Virginia Tech · Qualcomm AI Research

  7. PhysDEM: Physics-Defined Energy-Matching Diffusion for Spatiotemporal Field Generation under Scarce Measurements

    Oct 1, 2026Zhenyu Liang, Yining Huang, Yubo Zhao +1Physics-Informed Diffusion ModelsPhysics-Informed Generative Modeling

    HKUST · UT Austin

  8. PMosFM: Preconditioned Manifold Matching for One-Step Physics-Constrained Generation

    Sep 30, 2026Zhangyong Liang, Haibin LingConstrained Generative ModelingPhysics-Informed Generative Modeling

    Department of Artificial Intelligence Westlake University

  9. BAM! Bayesian Anything Model: a foundation model for generative computational imaging

    Sep 30, 2026Alessio Spagnoletti, Charlesquin Kemajou Mbakam, Jonathan Spence +2Physics-Informed Generative ModelingPhysics-Guided Image Restoration

    Laboratoire MAP5, UMR 8145, Université Paris Cité, CNRS · Heriot-Watt University, School of Mathematical and Computer Sciences & Maxwell Institute for Mathematical Sciences

  10. A Pre-trained Variational Autoencoder for Gyrokinetic Plasma Turbulence Surrogate Modeling

    Sep 29, 2026Minglei Yang, Marshall Nicholson, Diego Del-Castillo-Negrete +2Variational AutoencodersPhysics-Informed Generative Modeling

    Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA · Grand Valley State University, Allendale, MI, 49401, USA · University of Texas at Austin, Austin, TX, 78712, USA

  11. FracGen: Learning How Objects Stretch and Tear with Physics-Informed Video Generation

    Sep 29, 2026Trong-Tung Nguyen, Jiahan Zhang, Anand BhattadPhysics-Informed Generative ModelingPhysical Consistency in Video Generation

    Johns Hopkins University

  12. Co-PiLOT: Constrained Physics-Informed Latent Optimization for Target-Driven Inverse Design

    Sep 29, 2026Mahish K. Guru, Mayank Nagar, Ayush vyas +3Physics-Informed Generative ModelingBayesian Optimization

    Institute of Material and Process Design, Helmholtz-Zentrum Hereon, Germany · Institute of Production Technology and Systems, Leuphana University Lüneburg, Germany · AI for Physical Systems, German Research Center for Artificial Intelligence (DFKI), Germany +1

  13. Where Should Physics Enter a Molecular Crystal Generator?

    Sep 28, 2026Haocheng Tang, Junmei Wang, Wengong JinPhysics-Informed Generative ModelingCrystal Structure Generation

    Khoury College of Computer Science Northeastern University Boston, MA 02115, USA · School of Pharmacy University of Pittsburgh Pittsburgh, PA 15213, USA

  14. Physics-Guided Conditional Diffusion Model for Rare Event Synthesis and Diagnosis for the Water-Gas Shift Reaction

    Sep 28, 2026Md Abrar Rafid Siddique, Bibek Aryal, Qiugang LuPhysics-Informed Generative ModelingSynthetic Anomaly Generation

    Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA

  15. Source Anchoring for Physical Consistency in Flow Matching Models

    Sep 27, 2026Giulia Romoli, Filippo Ruffini, Paolo SodaConstrained Generative ModelingPhysics-Informed Generative Modeling

    Department of Diagnostics and Intervention, Ume˚a University, Sweden · Unit of Artificial Intelligence and Computer Systems, Universit`a Campus Bio-Medico di Roma, Italy

  16. NeuIDO: Neural Intrinsic Dynamics Operator for Physics-Informed 4D World Models

    Sep 21, 2026Jiajing Lin, Xin Zhang, Jianhua SunPhysics-Informed Generative ModelingNeural Operators

    School of Artificial Intelligence, Shanghai Jiao Tong University, China · School of Informatics, Xiamen University, China

  17. GenVoid: Uncertainty-Aware Learning of Subsurface Material Defects with an Experimentally Validated Physics-Informed Generative Model

    Sep 20, 2026Trishit Mondal, Prajwal Bharadwaj, Nikhil Karanjgaokar +1Physics-Informed Generative ModelingStructural Mechanics

    Aerospace Engineering Department, Worcester Polytechnic Institute, Worcester, MA 01609, USA.

  18. UBone3D: Physics-Rectified Conditional Flow Matching for Anatomical 3D Shape Completion from Ultrasound

    Sep 11, 2026Weiying Chen, Yuchong Gao, Siyuan Li +3Physics-Informed Generative ModelingPoint Cloud Completion

    University of Alberta, Edmonton, AB, Canada

  19. Off-Manifold Refinement: Guiding Video Generators with a Frozen World Model

    Aug 30, 2026Hai Nguyen-Truong, Tuan-Anh Vu, Dang HuynhPhysics-Informed Generative ModelingPhysical Consistency in Video Generation

    Fulbright University Vietnam · University of California, Los Angeles

  20. Distilling Physical Priors into Streaming World Models

    Aug 8, 2026Liangliang Zhao, Junying Wang, Danni Yang +5Physics-Informed Generative ModelingPhysical Consistency in Video Generation

    Fudan University, Shanghai, China · Shanghai AI Laboratory, Shanghai, China

  21. FlowForm: Synergizing Fluid Physics with Topological Consistency for Satellite Flood Synthesis

    Aug 4, 2026Zhang Weihui, Wang Ruizhi, Xu Hongye +3Physics-Informed Generative ModelingSynthetic Data Augmentation

    Zhejiang University, Zhejiang, China

  22. Lantern: Conflict-Aware Gradient Blending for Physics-Guided Diffusion Models in Calorimeter Simulation

    Jul 27, 2026Farzana Yasmin Ahmad, Vanamala Venkataswamy, Geoffrey FoxPhysics-Informed Generative ModelingGradient Interference

    Computer Science Department, University of Virginia USA · Visiting Scholar, University of Virginia USA · Computer Science Department, Biocomplexity Institute, University of Virginia USA

  23. DeforM: Reasoning-Guided Physics-Aware Video Generation via Spatial-Temporal Masking

    Jul 21, 2026Yunyi Li, Yu Qiao, Yaohui Wang +1Physics-Informed Generative ModelingPhysical Consistency in Video Generation

    Shanghai Artificial Intelligence Laboratory, Shanghai, China

  24. Generating Physically Plausible Parachute Dynamics with Deep Generative Modeling

    Jul 13, 2026Yulong Yang, Clara O'Farrell, Christine Allen-BlanchettePhysics-Informed Generative ModelingPhysics-Informed ML

    Mechanical and Aerospace Engineering, Engineering Quadrangle, Princeton, NJ 08544 · Group Supervisor, Dynamics, Modeling, Flight Mechanics & UQ, 4800 Oak Grove Dr, M/S 198-326, Pasadena, CA 91011, AIAA Member · Center for Statistics and Machine Learning, Engineering Quadrangle, Princeton, NJ 08544

  25. SNAP-FM: Sparse Nonlinear Accelerated Projection for Physics-Constrained Generative Modeling

    Jun 30, 2026Alaina Kolli, Theodoros Xenakis, Utkarsh Utkarsh +4Constrained Generative ModelingPhysics-Informed Generative Modeling

    Massachusetts Institute of Technology, Cambridge, MA, USA · Norwegian University of Science and Technology, Trondheim, Norway

  26. Least-Action-Guided Diffusion for Physical Extrapolation

    Jun 9, 2026Zhongxin Yang, Yuanwei Bin, Xiang I. A. Yang +1Physics-Informed Diffusion ModelsPhysics-Informed Generative Modeling

    College of Engineering, Peking University, Beijing 100871, China · Ningbo Institute for Digital Twin, Eastern Institute of Technology, Ningbo 315200, Zhejiang, China · Eastern Institute for Advanced Study, Eastern Institute of Technology, Ningbo 315200, Zhejiang, China +2

  27. Physics-informed generative AI for semiconductor manufacturing: Enforcing hard physical constraints in generative models by construction

    Jun 8, 2026Yaser Mike Banad, Sarah SharifManufacturingConstrained Generative Modeling

    School of Electrical and Computer Engineering, University of Oklahoma · 3Intelligent Neuromorphic and Quantum Understanding for Innovative Research and Engineering (INQUIRE) Laboratory · 4Material Science and Engineering Program, University of Oklahoma, Norman, OK 73019 USA +1

  28. Inverse Design of Realizable Metasurface based Absorbers using Improved Conditioning and Diversity Enhanced Progressively Growing GANs

    Jun 4, 2026Vineetha Joy, Mohammad Abdullah, Pramit Pal +3Physics-Informed Generative ModelingPhysics-Informed ML

    Centre for Electromagnetics, CSIR-National Aerospace Laboratories, Kodihalli, Bangalore 560017 · Birla Institute of Technology and Science, Pilani, Rajasthan 333031 · Indian Institute of Technology, Bombay, Maharashtra 400076

  29. The Right Measure for Physics-Constrained Generation: A Co-Area Correction for Posterior-Consistent PDE Inverse Problems

    Jun 3, 2026Jian Xu, Yanning Wu, Delu Zeng +2Constrained Generative ModelingPhysics-Informed Generative Modeling

    1RIKEN iTHEMS · 2RIKEN AIP · 3South China University of Technology +1

  30. Physics-Informed Video Generation via Mixture-of-Experts Latent Alignment

    Jun 3, 2026Cong Wang, Hanxin Zhu, Jiayi Luo +6Physics-Informed Generative ModelingPhysical Consistency in Video Generation

    1CASIA · 2UCAS · 3ZGCA +4