Neural Surrogate Modeling

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

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  1. HERO: History-Enriched Rollout Training for Long-Horizon Autoregressive Neural Operators

    Jul 31, 2026Jiaquan Zhang, Shuxu Chen, Haifan Meng +6Neural Surrogate ModelingPDE Operator Learning

    School of Computer Science and Engineering, UESTC · Electronics and Information Convergence Engineering, KHU · Department of Mathematical Sciences, UOL +3

  2. Extrapolating the emergence of Hamiltonian chaos with random-feature Hamiltonian neural networks

    Jul 31, 2026Jaesung ChoiNeural Surrogate ModelingDynamical Systems

    Center for Artificial Intelligence and Natural Sciences, Korea Institute for Advanced Study, Seoul 02455, Korea

  3. Structured Neural Chaos: An Adaptive Surrogate Modeling Framework for Functional Uncertainty Quantification and Global Sensitivity Analysis

    Jul 31, 2026Isabel Corona Guevara, Yeping HuNeural Surrogate ModelingUncertainty Quantification

    Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, 80204, CO, USA · Computational Engineering Division, Lawrence Livermore National Laboratory, Livermore, 94550, CA, USA

  4. Rescene: band-limited stochastic forcing turns a frozen neural weather operator into a climate emulator

    Jul 30, 2026Minjong CheonNeural Surrogate ModelingClimate Modeling

    Department of Computer Science and Engineering, Sejong University, Seoul, South Korea

  5. Deep Learning for Accelerated Long-Horizon Forecasting of Multicomponent Multiphase Microstructure Evolution in High-Entropy Alloys

    Jul 30, 2026Hamidreza Razavi, Nele MoelansNeural Surrogate ModelingMaterials Science

    Department of Materials Engineering, KU Leuven2026 Kasteelpark Arenberg 44 Bus 2450, 3001 Leuven, Belgium

  6. Event-Structured Physics-Informed Neural Networks for Differentiable Critical Clearing Boundaries

    Jul 30, 2026Baoli Hao, Chenxi Hu, Ming Zhong +1Neural Surrogate ModelingPhysics-Informed ML

    Department of Applied Mathematics, Illinois Institute of Technology, Chicago, IL 60616, USA · Department of Computer Science, The Hang Seng University of Hong Kong, Sha Tin, Hong Kong · Department of Mathematics, University of Houston, Houston TX 77204, USA +1

  7. Emulating Cosmic Structure Formation with a Lagrangian Neural Cellular Automaton

    Jul 29, 2026Cooper Jacobus, Beatriz Tucci, Oliver PhilcoxNeural Surrogate ModelingNeural Cellular Automata

    Department of Physics, Stanford University, Stanford, CA 94305, USA · Kavli Institute for Particle Astrophysics and Cosmology, Stanford · Leinweber Institute for Theoretical Physics, Stanford

  8. Recursive transformers for semiconductor thermo-mechanical reliability

    Jul 28, 2026Kart-leong LimNeural Surrogate ModelingPDE Surrogate Modeling

    Institute of Microelectronics (IME), Agency for Science, Technology and Research (A*STAR), Singapore

  9. Fast, accurate, and differentiable: a neural-network surrogate for NRSur7dq4 precessing binary black hole waveforms

    Jul 27, 2026Michael Pürrer, Ashwin Girish, Lucy M. Thomas +2Neural Surrogate ModelingGravitational-Wave Astronomy

    Department of Physics, East Hall, University of Rhode Island, Kingston, RI 02881, USA · Institute for AI & Computational Research, Carothers Library, University of Rhode Island, Kingston, RI 02881, USA · 3TAPIR, California Institute of Technology, Pasadena, California 91125, USA +2

  10. Perturbative-NeuSA: A Structured Spectral Framework for Time-Dependent PDEs

    Jul 27, 2026Xianli Zhu, Jia YinNeural Surrogate ModelingNeural PDE Solvers

    School of Mathematical Sciences, Fudan University Shanghai, China

  11. No Free Lunch in Flow Surrogates under Time-Varying Boundary Conditions: A Two-Regime Study

    Jul 26, 2026Georg Winkler, Martin StollNeural Surrogate ModelingPDE Surrogate Modeling

    Department of Mathematics, Chemnitz University of Technology, 09111, Chemnitz, Germany

  12. Multimodal Auto-regressive Transformer Surrogate for Modeling Variable Operations and Quantifying Uncertainty in Geological Carbon Storage

    Jul 26, 2026Yifu Han, Louis J. DurlofskyNeural Surrogate ModelingUncertainty Quantification

    Department of Energy Science and Engineering, Stanford University, Stanford, CA, 94305, USA

  13. Context-Aware Concept Distillation for Trustworthy Flood Prediction

    Jul 25, 2026Eli Levinkopf, Efrat Morin, Claudia V. GoldmanNeural Surrogate ModelingExplainable Artificial Intelligence

    School of Computer Science and Engineering, The Hebrew University of Jerusalem, Israel · Institute of Earth Sciences, The Hebrew University of Jerusalem, Israel · Hebrew University Business School, The Hebrew University of Jerusalem, Israel

  14. Neptuna: A Comprehensive Machine Learning Framework for Benchmarking Complex Multiphase Flows

    Jul 24, 2026Harish Ramachandran, Björn Kimpel, Thomas Paula +3Neural Surrogate ModelingPDE Surrogate Modeling

    Technical University of Munich

  15. Cycle-Consistent and Uncertainty-Aware Neural Surrogates for Tokamak Edge Plasmas

    Jul 23, 2026Abdourahmane Diaw, Sebastian De Pascuale, Jae-Sun Park +3Neural Surrogate ModelingPDE Surrogate Modeling

    Fusion Energy Division, Oak Ridge National Laboratory, Oak Ridge, TN 37932, USA · DIFFER - Dutch Institute for Fundamental Energy Research, De Zaale 20, 5612 AJ Eindhoven, the Netherlands

  16. Explainable quantum-compressed machine learning for complex fluid flows

    Jul 23, 2026Xiao Xue, Maida Wang, Mingyang Gao +2Neural Surrogate ModelingInterpretable ML

    Centre for Computational Science, University College London, London, UK · Leibniz Supercomputing Centre of the Bavarian Academy of Sciences and Humanities, Boltzmannstraße 1, 85748 Garching, Germany · Centre for Advanced Research Computing, University College London, London, UK

  17. Label-Free Finite-Volume-Residual Training of Attention Graph Neural Networks for Coupled Thermo-Fluid Fields

    Jul 22, 2026Tianyu Li, Zhiwei Cao, Qingang Zhang +3Neural Surrogate ModelingGraph Neural Networks

    Interdisciplinary Graduate Programme, Nanyang Technological University, Singapore, Singapore. · School of Future Technology, Fuzhou University, Fuzhou, China. · College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore. +2

  18. AI-Driven Surrogate Models for Predicting Electrode-Scale Discharge Behavior in Lithium-Ion Batteries

    Jul 22, 2026Mengda Xing, Jean-Marie Lagniez, Alejandro FrancoNeural Surrogate ModelingMaterials Science

    CRIL, UA · CRIL, UMR 8188, Université d’Artois, Rue Jean Souvraz SP 18, F-62307 Lens Cedex, France · LRCS +1

  19. Thermodynamics-Informed Input Reparameterization for Neural Prediction of Real-Fluid Thermodynamic Properties in Supercritical Combustion

    Jul 21, 2026Haoze Zhang, Han Li, Ke Xiao +3Neural Surrogate ModelingComputational Fluid Dynamics

    State Key Laboratory of Turbulence and Complex Systems, College of Engineering, Peking University, Beijing 100871, China · AI for Science Institute (AISI), Beijing 100080, China

  20. Deep learning-based prediction of time-resolved adhesive forces in viscoelastic Hertzian contacts

    Jul 21, 2026Ali Maghami, Merten Stender, Michele Ciavarella +1Neural Surrogate Modeling

  21. A Continual Validation, Updating, and Decision-Making Framework for Self-Adaptive Digital Twins via Robust Model Predictive Control: A Case Study in Additive Manufacturing

    Jul 20, 2026Yi-Ping Chen, Ying-Kuan Tsai, Vispi Karkaria +3Neural Surrogate ModelingConcept Drift

    Department of Mechanical Engineering, Northwestern University · Department of Industrial Engineering and Management Science, Northwestern University

  22. Visible-Light Imaging Diagnosis of Neutral Particle Emission Tomography in the Tokamak Divertor: An Efficient Transformer-based Surrogate Model

    Jul 19, 2026Xiao Wang, Hao Si, Qiang Chen +8Neural Surrogate ModelingTransformer

    School of Computer Science and Technology, Anhui University, Hefei 230601, China. · Institute of Plasma Physics, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei 230031, China. · School of Artificial Intelligence, Anhui University, Hefei 230601, China.

  23. On the Potential of Graph Neural Networks as Metamodels for Supply Chain Optimization: Dataset, Architectures, and Directions

    Jul 18, 2026Tushar Lone, Neha KaranjkarNeural Surrogate ModelingTopology Optimization

    School of Mathematics and Computer Science, Indian Institute of Technology Goa, Ponda, Goa, INDIA

  24. A Research Prototype for Closed-Loop Generative Design of Customized Foot Orthoses via Semantic-Physics Alignment

    Jul 18, 2026Rui Wang, Byungwon Min, Suxing LiuNeural Surrogate ModelingConditional Generative Modeling

    Department of IT Engineering, Mokwon University, Daejeon 35349, South Korea · Shanghai Artificial Intelligence Generative Design Technology Co., Ltd., Shanghai 200000, China · School of Digital Arts, Jiangxi Arts & Ceramics Technology Institute, Jingdezhen 333001, China

  25. Learning a System-Level Surrogate for Hydraulic Excavators: A Simulation-to-Real LSTM Approach

    Jul 17, 2026Shuai Wang, Shen Wang, Qiang Wang +4Neural Surrogate ModelingRobotic Construction

    National Engineering Research Center of Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing 100876, China · Yaowu (Shenzhen) Technology Co., Ltd., Shenzhen 518052, China

  26. Subgrid-Scale Parameterization in Burgers' Equation Using Structure-Preserving Neural Networks and Entropy Variables

    Jul 16, 2026Aijaz Nazir, Ilya TimofeyevNeural Surrogate ModelingPDE Solving

    Dept. of Mathematics, University of Houston, Houston, TX 77204

  27. Accounting for Hysteresis and Eddy Currents in Finite Element Simulations of Ferromagnetic Laminated Cores using a Recurrent Neural Network

    Jul 15, 2026Florent Purnode, Louis Denis, François Henrotte +2Neural Surrogate ModelingPDE Surrogate Modeling

    Department of Electrical Engineering and Computer Science, University of Liege, Belgium

  28. Microstructure-Conditioned Surrogate Models for Graded Multiscale Optimization of Mycelium Composites

    Jul 15, 2026J. Storm, I. B. C. M. Rocha, S. Schyck +2Neural Surrogate ModelingSurrogate Modeling

    SLIMM Lab, Faculty of Civil Engineering and Geosciences, Delft University of Technology, P.O. Box 5048, Delft, 2600GA, Zuid-Holland, The Netherlands · Shaping Matter Lab, Faculty of Aerospace Engineering, Delft University of Technology, Delft, Zuid-Holland, The Netherlands

  29. Approximation of solutions of parameter-dependent problems by residual neural networks

    Jul 15, 2026Ana CarpioNeural Surrogate ModelingNeural Network Optimization

    Universidad Complutense de Madrid, Spain

  30. Towards end-to-end optimization in multimaterial 3D printing

    Jul 14, 2026Xue-Ling Luo, Steven Yang, Jingye Tan +3Neural Surrogate ModelingTopology Optimization

    Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA · Department of Aerospace & Mechanical Engineering, University of Southern California, Los Angeles, CA, USA · Department of Materials Science and Engineering, Technion - Israel Institute of Technology, Haifa, Israel +1