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. NeuralBES: A Differentiable, Control-Aware Emulator for Scalable Building Energy Modeling

    Oct 7, 2026Ting-Yu Dai, Takuya Kurihana, Wing Yee Au +1Neural Surrogate ModelingDifferentiable Physics

    Fujitsu Research of America

  2. PoreML: A Data-Driven Framework for Learning Multiphase Flow in Porous Media

    Oct 7, 2026Chunyang Wang, Mingrui Zhang, Yuyan Zhang +5Neural Surrogate ModelingComputational Fluid Dynamics

    Imperial College London · Stanford University · EarthFlow AI, Inc. +1

  3. EC-EarthFlow: Probabilistic emulation of daily transient global climate model simulations with flow matching

    Oct 7, 2026Kirien Whan, Nikolaj T. Mücke, Karin van der WielClimate ModelingSurrogate Modeling

    KNMI, Utrechtseweg 297, De Bilt, 3731GA, The Netherlands · Scientific Computing, Centrum Wiskunde & Informatica, Science Park 123, Amsterdam, 1098XG, The Netherlands · Faculty of Civil Engineering and Geosciences, Delft University of Technology, Delft, The Netherlands +1

  4. Conditional Flow Matching for Single-Neuron Electrophysiology: Capturing Multimodal Responses Across Stimuli

    Oct 5, 2026Cameron Schofield, Luca Ghafourpour, Philip H. Wong +2Neural Surrogate ModelingConditional Flow Matching

    University of Cambridge · Cedars-Sinai Medical Center · California Institute of Technology +1

  5. A Physics-Guided Transformer Framework for Electromigration Analysis in Multi-Segment Interconnects

    Oct 5, 2026Pavlos Stoikos, Anuj Pathania, George FlorosNeural Surrogate ModelingTransformer

    Dept. of Electrical and Computer Engineering University of Thessaly, Greece · University of Amsterdam Amsterdam, The Netherlands · Dept. of Electronic and Electrical Engineering, Trinity College Dublin, Ireland

  6. Polynomial neural surrogates for designing photonic quantum experiments

    Oct 5, 2026Rohit Chaurasiya, Xuemei GuNeural Surrogate ModelingPolynomial Neural Networks

    Institute of Condensed Matter Theory and Optics, Friedrich Schiller University Jena, Max-Wien-Platz 1, 07743 Jena, Germany

  7. Neural Fourier Surrogates for Data Reuploading Quantum Neural Networks

    Sep 30, 2026Oliver Knitter, Jonathan Mei, Sang Hyub Kim +3Neural Surrogate ModelingFrequency-Domain Feature Learning

    IonQ Inc., 4505 Campus Drive, College Park, MD 20740, USA.

  8. PTNO: Training Neural Operators with Noisy Monte Carlo Estimates for Particle Transport Problems

    Sep 30, 2026Yubo Cao, Xi Deng, Mengqi Xia +3Neural Surrogate ModelingNoisy-Label Learning

    California Institute of Technology · Yale University · UK Atomic Energy Authority +1

  9. Do Better Scores Mean Better Physics? Physics-Grounded Explanations for Sim2Real Neural Operators

    Sep 30, 2026Somyajit Chakraborty, Xizhong ChenNeural Surrogate ModelingExplainable Artificial Intelligence

    State Key Laboratory of Synergistic Chem-Bio Synthesis, Department of Chemical Engineering, School of Chemistry and Chemical Engineering, Shanghai Jiao Tong University, Shanghai 200240, People’s Republic of China

  10. SHIFT-Truck: A High-Fidelity Aerodynamics Dataset and Benchmark for Pickup Trucks

    Sep 29, 2026Riddhiman Raut, Yin Yu, Aashwin Anand Mishra +4Neural Surrogate ModelingDistribution Shift Robustness

    Luminary, San Mateo, CA, USA · Department of Aeronautics and Astronautics, Stanford University, Stanford, CA, USA

  11. Stochastic World Models for Verifying Vision-Based Neural Feedback Systems

    Sep 29, 2026I. Samuel Akinwande, Mykel J. Kochenderfer, Clark BarrettNeural Surrogate ModelingNeural Network Verification

    Department of Aeronautics and Astronautics, Stanford University · Department of Computer Science, Stanford University

  12. Accelerated surrogate dynamics for dynamical, stochastic system evolution

    Sep 29, 2026Marco Jochum, Ioannis Kouroudis, Gohar Ali Siddiqui +3Neural Surrogate ModelingDynamical Systems

    Chair of Simulation of Nanosystems for Energy Conversion, Department of Electrical Engineering, TUM School of Computation, Information and Technology, Atomistic Modeling Center (AMC), Munich Data Science Institute (MDSI), Technical University of Munich, Hans-Piloty-Straße 1, 85748 Garching, Germany

  13. Neural networks for spectral optimization

    Sep 28, 2026Alexis de Villeroché, Beniamin Bogosel, Stéphane Breuils +2Neural Surrogate Modeling

  14. FAST-Brain: A Flow-Aligned Spatio-Temporal Surrogate Brain Model

    Sep 28, 2026Shucheng Liu, Changchun Shi, Kai Zhang +1Neural Surrogate ModelingFunctional Connectivity

    University of North Carolina at Chapel Hill · London School of Economics and Political Science

  15. CasEm: A Cascade Architecture for Long-Horizon Neural Emulation

    Sep 28, 2026Zhaoyi Li, Jingtao Ding, Shihua LiNeural Surrogate ModelingPDE Surrogate Modeling

    School of Automation, Southeast University · Beijing Zhongguancun Academy · Department of Earth System Science, Tsinghua University

  16. Adapting neural operators for mechanics decisions under changing operating conditions

    Sep 27, 2026Prashant K. Jha, Koffi Enakoutsa, Ian Galloway +1Neural Surrogate ModelingSurrogate-Assisted Optimization

    Department of Mechanical Engineering, South Dakota School of Mines and Technology, Rapid City, SD 57701, USA · Department of Mathematics, University of California, Los Angeles, Los Angeles, CA 90095, USA

  17. DCEmbed: Scalable Optimization over Neural Surrogates

    Sep 27, 2026Akshay Sreekumar, Nicolas Christianson, Priya L. Donti +2Neural Surrogate ModelingSurrogate-Assisted Optimization

    Stanford University Stanford, CA, USA · Johns Hopkins University Baltimore, MD, USA · Massachusetts Institute of Technology Cambridge, MA, USA

  18. TopoMamba: A Load-Support Relation-Guided Multi-Directional State-Space Model for Topology Optimization

    Sep 27, 2026Bin Lou, Yuxuan Cheng, Huaizhi Zong +2Neural Surrogate ModelingTopology Optimization

    State Key Laboratory of Fluid Power and Mechatronic Systems Zhejiang University Hangzhou

  19. Modelling non-linear aeroelastic loads in long-span bridges with extreme learning machines

    Sep 27, 2026Gledson Rodrigo Tondo, Samir Chawdhury, Sergio Andres Castro Giraldo +1Neural Surrogate Modeling

    Bauhaus-Universität Weimar Weimar, Germany

  20. Beyond Compression: Training Latent Representations for Stable Long-Horizon Rollout in Neural Surrogate Solvers

    Sep 24, 2026Andreas E. Robertson, Ashley T. Lenau, John D. Shimanek +5Neural Surrogate ModelingLatent Dynamics Modeling

    Center for Integrated Nanotechnologies, Sandia National Laboratories, New Mexico, USA · Center for Computing Research, Sandia National Laboratories, Albuquerque, NM, USA · School of Engineering, Brown University, Providence, RI, USA +2

  21. GridSFM: A Foundation Model for Solving AC Optimal Power Flow

    Sep 24, 2026Luke Bhan, Weiwei Yang, Margaret Capetz +1Neural Surrogate ModelingOptimal Power Flow

    University of California, San Diego · Microsoft Research · University of Washington

  22. AFT Neural Function Approximators for 1D Nonlinear Force Laws

    Sep 24, 2026Miriam Goldack, Johann Groß, Malte Krack +1Neural Surrogate ModelingDynamical Systems

    Technische Universität Berlin, Chair of Cyber-Physical Systems in Mechanical Engineering, Straße des 17. Juni 135, 10623 Berlin, Germany · University of Stuttgart, Institute of Aircraft Propulsion Systems, Pfaffenwaldring 6, 70569 Stuttgart, Germany

  23. HGPTrans: Hierarchical Graph-Pooling Transolver for Automotive Aerodynamic Drag Coefficient Prediction

    Sep 24, 2026Bo Liu, Fengli Zhang, Qiuli Luo +2Neural Surrogate ModelingGraph Neural Networks

    Institute of Auto Engineering, BYD Auto Industry Co., Ltd., Shenzhen, China

  24. HClimRep-Ocean: A Global Ocean Emulator on an Unstructured Mesh

    Sep 23, 2026Kacper Nowak, Aleksei Koldunov, Nikolay Koldunov +7Neural Surrogate ModelingClimate Modeling

    Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany · Forschungszentrum Jülich GmbH, Jülich Supercomputing Center, Jülich, Germany · Karlsruhe Institute of Technology, Karlsruhe, Germany +3

  25. Probabilistic and Geometry Aware Neural Surrogate of Scrape Off Layer Plasma Simulations

    Sep 23, 2026Gabriele Gianuzzo, Stefan Dasbach, Fleur Hendriks +2Neural Surrogate ModelingSurrogate Modeling

    Eindhoven University of Technology · DIFFER

  26. KATOsuper: Surrogate-accelerated neural topology optimization with sensitivity-consistent Fourier neural operators

    Sep 23, 2026Shengyu Yan, Jasmin JelovicaNeural Surrogate ModelingTopology Optimization

    Department of Mechanical Engineering, The University of British Columbia, 6250 Applied Science Ln, Vancouver, V6T 1Z4, Canada · Department of Civil Engineering, The University of British Columbia, 6250 Applied Science Ln, Vancouver, V6T 1Z4, Canada

  27. Towards Hierarchical GNNs for multi-grid power flow: generalization across operating scenarios

    Sep 22, 2026Carmine Delle Femine, Leire Garin Atxaga, Asier Diaz-Iglesias +3Neural Surrogate ModelingGraph Neural Networks

    Vicomtech Foundation, Department of Energy, Basque Research and Technology Alliance (BRTA), Donostia/San Sebastián, Spain · Department of Languages and Information Systems, University of the Basque Country (UPV/EHU), Donostia/San Sebastián, Spain

  28. DeepFEAv2: Deep Learning for Transient Finite Element Analysis Beyond Structured Meshes

    Sep 22, 2026Georgios Triantafyllou, Panagiotis G. Kalozoumis, Dimitris K. IakovidisNeural Surrogate ModelingFinite Element Method

    Department of Computer Science and Biomedical Informatics, University of Thessaly, 2-4 Papasiopoulou st. 35131, Lamia, Greece

  29. Predictive Uncertainty for Neural CAE Surrogates

    Sep 21, 2026Kaustubh Tangsali, Mohammad Amin Nabian, Kelvin Lee +2Neural Surrogate ModelingUncertainty Quantification

    NVIDIA

  30. Cost-Accuracy Trade-offs: Neural Operator vs Classical Numerical Solver

    Sep 21, 2026Daniel Zhengyu Huang, Andrew M. StuartNeural Surrogate ModelingNeural PDE Solvers

    Beijing International Center for Mathematical Research, Center for Machine Learning Research, Peking University, Beijing, China · California Institute of Technology, Pasadena, CA