Neural Surrogate Modeling

Ask about this topic

Momentum

39 papers in the last four weeks, up 388% on the four weeks before. 0.4% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 254

All topics
CardsList

  1. A Validated LBM Dataset and Pipeline for Surrogate Modeling of Turbulent 3D Obstructed Channel Flows

    Jun 15, 2026Lukas Schröder, Shubham Kavane, Harald KöstlerNeural Surrogate ModelingSynthetic Benchmark Generation

    Chair of Computer Science 10 (System Simulation) Friedrich-Alexander-Universität Erlangen-Nürnberg

  2. GPT-Based Fast Simulation of CLAS12 Detector Hits via Conditional Autoregressive Generation

    Jun 14, 2026Cole Granger, James Giroux, Richard Tyson +2Neural Surrogate ModelingHigh-Energy Physics

    William & Mary, Department of Data Science, Williamsburg, VA 23185, USA · University of Glasgow, School of Physics and Astronomy, Glasgow G12 8QQ,14 UK · Thomas Jefferson National Accelerator Facility, Newport News, VA 23606, USA +1

  3. Quantifying the Impact of Lossy Compression on Neural Generative Surrogate Modeling

    Jun 14, 2026Zhimin Li, Harshitha Menon, Charles Jekel +2Neural Surrogate ModelingSurrogate Modeling

    Department of Computer Science Vanderbilt University Nashville, United States · Center for Applied Scientific Computing Lawrence Livermore National Laboratory Livermore, United States · Computational Engineering Division Lawrence Livermore National Laboratory Livermore, United States +1

  4. ShipNet: A Geometric Deep Learning Surrogate for Real-Time Ship Hydrodynamics

    Jun 13, 2026Kirsten Odendaal, George DrakoulasNeural Surrogate ModelingComputational Fluid Dynamics

    Maritime Research Insitute Netherlands Wageningen, Netherlands · Damen Research Gorinchem, Netherlands

  5. Physics-conforming Latent Twins

    Jun 13, 2026Matthias Chung, Yutong Bu, Deepanshu VermaNeural Surrogate ModelingSurrogate Modeling

    Department of Mathematics, Emory University, 400 Dowman Drive, Atlanta, 30322, GA, USA · School of Mathematical and Statistical Sciences, Clemson University, 220 Parkway Drive, Clemson, 29634, SC, USA

  6. Multiscale Hypersonic Boundary Layer Reconstruction via Spectral Binning and Subdomain-wise Conditional Diffusion

    Jun 12, 2026Hojin Kim, Dibyajyoti Chakraborty, Takahiko Toki +2Neural Surrogate ModelingConditional Diffusion Models

    School of Mechanical Engineering, Purdue University, West Lafayette, 47907, IN, USA · College of Information Sciences and Technology, Pennsylvania State University, University Park, 16802, PA, USA · Mathematics and Computer Science Division, Argonne National Laboratory, Lemont, 60439, IL, USA

  7. cAPM: Continual AI-Assisted Pace-Mapping with Active Learning

    Jun 11, 2026Dylan O'Hara, Pradeep Bajracharya, Casey Meisenzahl +7Neural Surrogate ModelingElectrocardiography

    Rochester Institute of Technology, Rochester, New York, USA · Department of Biomedical Engineering, University of Utah, Salt Lake City, Utah, USA · Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, Utah, USA +5

  8. BigPower: Hierarchical Source-Level Module Power Estimation for CPUs with Large Language Models

    Jun 11, 2026Honghua Zhu, Chunjie Luo, Jianfeng ZhanNeural Surrogate Modeling

    State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

  9. A fully GPU-based workflow for building physics emulators of hypersonic flows

    Jun 11, 2026Fabian Paischer, Dylan Rubini, Deniz A. Bezgin +6Neural Surrogate ModelingPhysics-Informed ML

    ELLIS Unit, Institute for Machine Learning, JKU Linz · EMMI AI, Linz · Chair of Aerodynamics and Fluid Mechanics, TU Munich, Germany

  10. PCA-Enhanced Adaptive NVAR Framework for High-Resolution Sea Surface Temperature Forecasting in the East Sea

    Jun 10, 2026Sherkhon Azimov, Susana López-Moreno, Eric Dolores-Cuenca +2Neural Surrogate ModelingReservoir Computing

    Department of Mathematics, Pusan National University, Republic of Korea · Humanoid Olfactory Display Center, Pusan National University, Republic of Korea · Industrial Mathematics Center, Pusan National University, Republic of Korea +3

  11. Scalable Deep Learning Framework for Global High-Resolution Land Use Reconstruction

    Jun 10, 2026Amirpasha Mozaffari, Marina Castaño, Stefano Materia +7Neural Surrogate ModelingClimate Science

    Earth Science Department, Barcelona Supercomputing Center, Barcelona, 08034, Spain · AI Institute, Barcelona Supercomputing Center, Barcelona, 08034, Spain

  12. Sparse probes and murky physics: a case study of interpretability challenges in a foundation model for continuum dynamics

    Jun 10, 2026Katherine Rosenfeld, Maike SonnewaldNeural Surrogate ModelingMechanistic Interpretability

    Gates Foundation · UC Davis

  13. Physics-Distilled Neural Network enabled by Large Language Models for Manufacturing Process-Property Predictive Modeling

    Jun 10, 2026Ge Song, Kiarash Naghavi Khanghah, Anandkumar Patel +2Neural Surrogate ModelingMaterials Property Prediction

    School of Mechanical, Aerospace and Manufacturing Engineering, University of Connecticut, Storrs, CT 06269 · Department of Mechanical & Aerospace Engineering, Rutgers, the State University of New Jersey, Piscataway, NJ 08854

  14. COGENT: Continuous Graph Emulators with Neural Ordinary Differential Equations for Long-Term Physical Forecasting

    Jun 9, 2026Zesheng Liu, Maryam RahnemoonfarNeural Surrogate ModelingLong-Term Time Series Forecasting

    Lehigh University · Bethlehem, Pennsylvania, USA

  15. Non-linear mechanical field reconstruction coupling recurrent neural networks with physics-informed graph neural networks

    Jun 9, 2026Manuel Ricardo Guevara Garban, Yves Chemisky, Étienne Prulière +3Neural Surrogate ModelingStructural Mechanics

    Univ. Bordeaux, CNRS, Bordeaux INP, I2M, UMR 5295, Talence, France · Univ. Bordeaux, CNRS, Bordeaux INP, LaBRI, UMR 5800, Talence, France · Institute of Mechanics and Fluid Dynamics, TU Bergakademie Freiberg, Freiberg, 09599, Germany +2

  16. PL-KKT-hPINN: Enforcing Nonlinear Equality Constraints on Neural Networks via Piecewise-Linear Projection

    Jun 9, 2026Fateme Mohammad Mohammadi, Hector Budman, Joshua L. PulsipherNeural Surrogate ModelingConstrained Optimization

    Department of Chemical Engineering University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada

  17. OnlyDense: Reduced-Order Modeling for Lagrangian simulation

    Jun 8, 2026Tu Do, Shannon Ryan, Santu RanaNeural Surrogate ModelingReduced-Order Modeling

    A2I2, Deakin University, Geelong, Victoria, Australia

  18. Mesh Graph Neural Network Framework for Accelerating Finite Element Simulation for Arbitrary Geometries

    Jun 6, 2026Josiah D. Kunz, Kamal ChoudharyNeural Surrogate ModelingGraph Neural Networks

    Illinois College, Jacksonville, IL, USA · Department of Materials Science and Engineering, Whiting School of Engineering, The Johns Hopkins University, Baltimore, MD 21218, USA

  19. CoMetaPNS: Continually Meta-learning Personalized Neural Surrogates for Cardiac Electrophysiology Simulations

    Jun 5, 2026Ryan Missel, Xiajun Jiang, Linwei WangNeural Surrogate ModelingSurrogate Modeling

  20. Learned Response-Field Inertia Operator for HEC-RAS 2D Water-Surface Elevation Prediction

    Jun 4, 2026Edward Holmberg, Elias Ioup, Md Meftahul Ferdaus +2Neural Surrogate ModelingPDE Surrogate Modeling

    Canizaro Livingston Gulf States Center for Environmental Informatics, Department of Computer Science, The University of New Orleans, New Orleans, LA 70148, USA · Center for Geospatial Sciences, Naval Research Laboratory, Mississippi, USA · Ocean Sciences Division, Naval Research Laboratory, Mississippi, USA

  21. Integrating Mechanistic and Data-Driven Models for Neurological Disorders through Differentiable Programming

    Jun 4, 2026Shah Pallav Dhanendrakumar, Saikat Pal, Sitikantha RoyNeural Surrogate ModelingDifferentiable Programming

    Department of Applied Mechanics, Indian Institute of Technology Delhi, New Delhi-110016, India · Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, New Delhi-110016, India

  22. U-Net-Accelerated Quality-Diversity Optimization for Climate-Adaptive Urban Layouts

    Jun 3, 2026Alexander Hagg, Tania Guerrero, Dirk ReithNeural Surrogate ModelingSurrogate-Assisted Optimization

    Institute of Technology, Resource and Energy-efficient Engineering (TREE) Bonn-Rhein-Sieg University of Applied Sciences Sankt Augustin, 53757, Germany · Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), Sankt Augustin, Germany

  23. Nonlocal Mean Field Schrödinger Bridge with Learned Interactions

    Jun 2, 2026Daisuke Inoue, Dante Kalise, Mathieu LaurièreNeural Surrogate ModelingSchrödinger Bridges

    Department of Mathematics, Imperial College London, London SW7 2AZ, United Kingdom. · Shanghai Frontiers Science Center of Artificial Intelligence and Deep Learning, NYU-ECNU Institute of Mathematical Sciences, NYU Shanghai, Shanghai 200126, People’s Republic of China.

  24. Validation-Gated Multi-Agent Governance for Online Adaptation of Thermal-Hydraulic Surrogate Models under Operating-Regime Shift

    Jun 2, 2026Doyeong Lim, Seungyoon Lee, In Cheol BangNeural Surrogate ModelingContinual Test-Time Adaptation

    Department of Nuclear Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan, 44919, Republic of Korea

  25. Rethinking Neural Width for Alternating Current Optimal Power Flow Proxies

    Jun 2, 2026Dhruvi Khandelwal, Anurag Basistha, Ayushi Jolotia +1Neural Surrogate ModelingOptimal Power Flow

    Department of Electrical Engineering, National Institute of Technology Kurukshetra, India. · Indraprastha Institute of Information Technology Delhi, India. · Department of Electrical Engineering, Indian Institute of Technology Roorkee, India.

  26. Will Accurate Fields Mislead Photonic Design? FromGlobal Accuracy to Port Readout

    Jun 2, 2026Yitian Zhang, Yonghong chen, Youming Chen +6Neural Surrogate ModelingPhysics-Based Simulation

    Sun Yat-sen University · The Hong Kong University of Science and Technology (Guangzhou)

  27. Gradient-based optimization of nuclear criticality experiments using neural surrogate eigenvalue sensitivities

    Jun 1, 2026Will Savage, Logan Burnett, Dean PriceNeural Surrogate Modeling

    Department of Nuclear Science and Engineering, Massachusetts Institute of Technology, 60 Vassar St., Cambridge, 02139, MA, US

  28. On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching

    Jun 1, 2026Mohammad Rashed, Duarte F. Valoroso Madeira, Babak Gholami +3Neural Surrogate ModelingTopology Optimization

    School of Computation, Information and Technology, Technical University of Munich, Germany · BMW AG, Munich, Germany · Munich Center for Machine Learning, Munich, Germany. +1

  29. Hybrid Neural Ordinary Differential Equations for Data-Efficient Polymerization Modeling with Incomplete Kinetics

    Jun 1, 2026Marah Almanasreh, Alexander Mitsos, Eike CramerNeural Surrogate ModelingMaterials Science

    RWTH Aachen University, Process Systems Engineering (AVT.SVT), 52074 Aachen, Germany · JARA-CSD, 52425 Jülich, Germany · Energy Systems Engineering (ICE-1), Forschungszentrum Jülich, 52425 Jülich, Germany +1

  30. PINNOCHIO: Physics-Informed Neural Network for Coupled Hyperelastic Interface-Volume Simulation in Orthognathic Surgery

    Jun 1, 2026Jungwook Lee, Daeseung Kim, Kevin Gu +6Neural Surrogate ModelingHyperelasticity

    Department of Biomedical Engineering and Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY 12180, USA · Department of Oral and Maxillofacial Surgery, Houston Methodist Research Institute, Houston, TX 77030, USA · Department of Neurosurgery, Baylor College of Medicine, Houston, TX 77030, USA