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. A Variational Latent-Space Framework for Uncertainty-Aware Spectral Image Emulation

    Mar 23, 2026Chedly Ben Azizi, Claire Guilloteau, Gilles Roussel +1Neural Surrogate ModelingVariational Autoencoders

    Univ. Littoral Côte d’Opale, LISIC – UR 4491, 62219, Longuenesse, France

  2. Joint Surrogate Learning of Objectives, Constraints, and Sensitivities for Efficient Multi-objective Optimization of Neural Dynamical Systems

    Mar 22, 2026Frithjof Gressmann, Ivan Georgiev Raikov, Seung Hyun Kim +3Neural Surrogate ModelingSurrogate-Assisted Optimization

    Siebel School of Computing and Data Science, University of Illinois Urbana-Champaign, Urbana, IL · The Grainer College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL · Department of Neurosurgery, Stanford University, Stanford, CA +3

  3. Deep Learning-Driven Black-Box Doherty Power Amplifier with Pixelated Output Combiner and Extended Efficiency Range

    Mar 17, 2026Han Zhou, Haojie Chang, David WidenNeural Surrogate ModelingInverse Design

    Tampere University, 33720 Tampere, Finland · Chalmers University of Technology, 41296 Gothenburg, Sweden

  4. Generating adversarial inputs for a graph neural network model of AC power flow

    Feb 20, 2026Robert ParkerNeural Surrogate ModelingGraph Neural Networks

    Los Alamos National Laboratory, Los Alamos, NM, USA

  5. Gradient Networks for Universal Magnetic Modeling of Synchronous Machines

    Feb 16, 2026Junyi Li, Tim Foissner, Floran Martin +2Neural Surrogate Modeling

    Department of Electrical Engineering and Automation, Aalto University, 02150 Espoo, Finland · ABB Oy, Drives, 00380 Helsinki, Finland

  6. AllShowers: One model for all calorimeter showers

    Jan 16, 2026Thorsten Buss, Henry Day-Hall, Frank Gaede +2Neural Surrogate ModelingGenerative Modeling

    Institut für Experimentalphysik, Universität Hamburg, Hamburg, Germany · Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany

  7. GeoTransolver: Learning Physics on Irregular Domains Using Multi-scale Geometry Aware Physics Attention Transformer

    Dec 23, 2025Corey Adams, Rishikesh Ranade, Ram Cherukuri +1Neural Surrogate ModelingStructural Mechanics

    NVIDIA Corporation, Santa Clara, US

  8. Hard-constraint physics-residual networks for hydrogen crossover prediction and high-pressure extrapolation in PEM water electrolysis

    Nov 8, 2025Yong-Woon Kim, Jihyeok Lee, Chulung Kang +1Neural Surrogate ModelingPhysics-Informed ML

    Department of Computer Engineering, Jeju National University, Jeju, 63243, South Korea · Faculty of Applied Energy System, Jeju National University, Jeju, 63243, South Korea · Department of Mechanical System Engineering, Jeju National University, Jeju, 63243, South Korea +1

  9. Climate Surrogates for Scalable Multi-Agent Reinforcement Learning: A Case Study with CICERO-SCM

    Oct 9, 2025Oskar Bohn Lassen, Serio Angelo Maria Agriesti, Filipe Rodrigues +2Neural Surrogate ModelingSurrogate Modeling

    Technical University of Denmark Kongens Lyngby, Denmark

  10. RheOFormer: A generative transformer model for simulation of complex fluids and flows

    Oct 1, 2025Maedeh Saberi, Amir Barati Farimani, Safa JamaliNeural Surrogate ModelingTransformer

    Department of Mechanical and Industrial Engineering, Northeastern University, Boston, MA 02115, USA · Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA

  11. ArchesClimate: Probabilistic Decadal Ensemble Generation With Flow Matching

    Sep 19, 2025Graham Clyne, Guillaume Couairon, Guillaume Gastineau +2Neural Surrogate ModelingClimate Science

    ARCHES, INRIA, Paris, France · UMR LOCEAN, IPSL, Sorbonne Universit´e, IRD, CNRS, MNHN, Paris, France · Department of Computer Science, University of Colorado Boulder, USA

  12. RF-Informed Graph Neural Networks for Accurate and Data-Efficient Circuit Performance Prediction

    Aug 22, 2025Anahita Asadi, Leonid Popryho, Inna Partin-VaisbandNeural Surrogate ModelingGraph Neural Networks

    Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago, IL 60607 USA

  13. AneumoBench: A Source-Linked Benchmark for Synthetic-Geometry Transfer in Aneurysm CFD

    May 19, 2025Xigui Li, Yuanye Zhou, Feiyang Xiao +16Neural Surrogate ModelingSynthetic Data Pretraining

    Artificial Intelligence Innovation and Incubation Institute, Fudan University, Shanghai, China · Shanghai Academy of Artificial Intelligence for Science, Shanghai, China · Human Phenome Institute, Fudan University, Shanghai, China +1

  14. From Theory to Application: A Practical Introduction to Neural Operators in Scientific Computing

    Mar 7, 2025Prashant K. JhaNeural Surrogate ModelingFourier Neural Operator

    Department of Mechanical Engineering, South Dakota School of Mines and Technology, Rapid City, SD 57701, USA.