Browse State-of-the-Art › Operator learning › Papers, page 2
Operator learning
Papers archive 2025-07-28
archive papers tagged: 347 · with a code link: 125 · where Syntology ran a sample: 40 (37 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (40 of 347 tagged: 37 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument)
Page 2 of 4: papers 101 to 200 of 347, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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3 Feb 2023 1 repository listed Syntology official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 16 harvested samples)
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18 Jan 2023 1 repository listed
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14 Dec 2022 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 1 pointer-only (licence)
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26 Nov 2022 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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24 Nov 2022 1 repository listed Syntology official (archive's flag): 19 ran · 19 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 0 honoured, 0 violated, 18 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 19 harvested samples)
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12 Nov 2022 1 repository listed Syntology official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 16 harvested samples)
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2 Nov 2022 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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16 Aug 2022 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
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26 May 2022 1 repository listed Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 13 harvested samples)
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23 Apr 2022 1 repository listed
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20 Apr 2022 1 repository listed
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1 Apr 2022 1 repository listed
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10 Mar 2022 1 repository listed
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9 Mar 2022 1 repository listed
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4 Mar 2022 1 repository listed
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4 Jan 2022 1 repository listed
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8 Dec 2021 1 repository listed
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24 Nov 2021 1 repository listed
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25 Oct 2021 1 repository listed
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4 Oct 2021 1 repository listed
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28 Sep 2021 1 repository listed Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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19 Aug 2021 1 repository listed
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31 May 2021 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
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28 Feb 2021 1 repository listed
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29 Nov 2020 1 repository listed
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OmniFluids: Unified Physics Pre-trained Modeling of Fluid Dynamics12 Jun 2025 0 repositories listed
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Mondrian: Transformer Operators via Domain Decomposition9 Jun 2025 0 repositories listed
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PMNO: A novel physics guided multi-step neural operator predictor for partial differential equations2 Jun 2025 0 repositories listed
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Recurrent Neural Operators: Stable Long-Term PDE Prediction27 May 2025 0 repositories listed
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Graph-Based Operator Learning from Limited Data on Irregular Domains25 May 2025 0 repositories listed
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Multi-Level Monte Carlo Training of Neural Operators19 May 2025 0 repositories listed
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Beyond Accuracy: EcoL2 Metric for Sustainable Neural PDE Solvers18 May 2025 0 repositories listed
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Learning cardiac activation and repolarization times with operator learning13 May 2025 0 repositories listed
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Physics-informed Multiple-Input Operators for efficient dynamic response prediction of structures11 May 2025 0 repositories listed
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SetONet: A Deep Set-based Operator Network for Solving PDEs with permutation invariant variable input sampling7 May 2025 0 repositories listed
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Data-driven operator learning for energy-efficient building control30 Apr 2025 0 repositories listed
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A Hybrid Framework for Efficient Koopman Operator Learning25 Apr 2025 0 repositories listed
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Dimension reduction for derivative-informed operator learning: An analysis of approximation errors11 Apr 2025 0 repositories listed
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Operator Learning: A Statistical Perspective4 Apr 2025 0 repositories listed
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Inverted Gaussian Process Optimization for Nonparametric Koopman Operator Discovery1 Apr 2025 0 repositories listed
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Towards scientific machine learning for granular material simulations -- challenges and opportunities1 Apr 2025 0 repositories listed
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New universal operator approximation theorem for encoder-decoder architectures (Preprint)31 Mar 2025 0 repositories listed
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DeepOFormer: Deep Operator Learning with Domain-informed Features for Fatigue Life Prediction28 Mar 2025 0 repositories listed
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Data-Driven, ML-assisted Approaches to Problem Well-Posedness25 Mar 2025 0 repositories listed
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Invertible Koopman neural operator for data-driven modeling of partial differential equations25 Mar 2025 0 repositories listed
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Theory-to-Practice Gap for Neural Networks and Neural Operators23 Mar 2025 0 repositories listed
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Physics-Informed Deep B-Spline Networks for Dynamical Systems21 Mar 2025 0 repositories listed
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Active operator learning with predictive uncertainty quantification for partial differential equations5 Mar 2025 0 repositories listed
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DeepONet Augmented by Randomized Neural Networks for Efficient Operator Learning in PDEs1 Mar 2025 0 repositories listed
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Learning Hamiltonian Density Using DeepONet27 Feb 2025 0 repositories listed
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High-fidelity Multiphysics Modelling for Rapid Predictions Using Physics-informed Parallel Neural Operator26 Feb 2025 0 repositories listed
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DeepSeek vs. ChatGPT: A Comparative Study for Scientific Computing and Scientific Machine Learning Tasks25 Feb 2025 0 repositories listed
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Connecting the geometry and dynamics of many-body complex systems with message passing neural operators21 Feb 2025 0 repositories listed
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TANTE: Time-Adaptive Operator Learning via Neural Taylor Expansion12 Feb 2025 0 repositories listed
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Pseudo-Physics-Informed Neural Operators: Enhancing Operator Learning from Limited Data4 Feb 2025 0 repositories listed
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Optimization for Neural Operators can Benefit from Width2 Feb 2025 0 repositories listed
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Multi-Physics Simulations via Coupled Fourier Neural Operator28 Jan 2025 0 repositories listed
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In-Context Operator Learning for Linear Propagator Models25 Jan 2025 0 repositories listed
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MeshONet: A Generalizable and Efficient Operator Learning Method for Structured Mesh Generation21 Jan 2025 0 repositories listed
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ELM-DeepONets: Backpropagation-Free Training of Deep Operator Networks via Extreme Learning Machines16 Jan 2025 0 repositories listed
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Physics-Informed Latent Neural Operator for Real-time Predictions of Complex Physical Systems14 Jan 2025 0 repositories listed
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Orthogonal greedy algorithm for linear operator learning with shallow neural network6 Jan 2025 0 repositories listed
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Operator Learning for Reconstructing Flow Fields from Sparse Measurements: an Energy Transformer Approach2 Jan 2025 0 repositories listed
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Approximation Rates in Fréchet Metrics: Barron Spaces, Paley-Wiener Spaces, and Fourier Multipliers27 Dec 2024 0 repositories listed
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KKANs: Kurkova-Kolmogorov-Arnold Networks and Their Learning Dynamics21 Dec 2024 0 repositories listed
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Conformal Prediction on Quantifying Uncertainty of Dynamic Systems12 Dec 2024 0 repositories listed
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Operator Learning for Robust Stabilization of Linear Markov-Jumping Hyperbolic PDEs12 Dec 2024 0 repositories listed
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FLRONet: Deep Operator Learning for High-Fidelity Fluid Flow Field Reconstruction from Sparse Sensor Measurements11 Dec 2024 0 repositories listed
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Nonlinear Operator Learning Using Energy Minimization and MLPs5 Dec 2024 0 repositories listed
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Physics-Informed Deep Inverse Operator Networks for Solving PDE Inverse Problems4 Dec 2024 0 repositories listed
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Operator learning regularization for macroscopic permeability prediction in dual-scale flow problem30 Nov 2024 0 repositories listed
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Neural Operators for Predictor Feedback Control of Nonlinear Delay Systems28 Nov 2024 0 repositories listed
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Diffeomorphic Latent Neural Operators for Data-Efficient Learning of Solutions to Partial Differential Equations27 Nov 2024 0 repositories listed
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U-WNO:U-Net-enhanced Wavelet Neural Operator for fetal head segmentation25 Nov 2024 0 repositories listed
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DeepONet as a Multi-Operator Extrapolation Model: Distributed Pretraining with Physics-Informed Fine-Tuning11 Nov 2024 0 repositories listed
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Mitigating Stop-and-Go Traffic Congestion with Operator Learning7 Nov 2024 0 repositories listed
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The Sample Complexity of Learning Lipschitz Operators with respect to Gaussian Measures30 Oct 2024 0 repositories listed
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Latent Neural Operator Pretraining for Solving Time-Dependent PDEs26 Oct 2024 0 repositories listed
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Artificial intelligence for partial differential equations in computational mechanics: A review21 Oct 2024 0 repositories listed
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Domain Adaptive Safety Filters via Deep Operator Learning18 Oct 2024 0 repositories listed
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Holistic Physics Solver: Learning PDEs in a Unified Spectral-Physical Space15 Oct 2024 0 repositories listed
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DeepOSets: Non-Autoregressive In-Context Learning of Supervised Learning Operators11 Oct 2024 0 repositories listed
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Super Resolution Based on Deep Operator Networks11 Oct 2024 0 repositories listed
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DimOL: Dimensional Awareness as A New 'Dimension' in Operator Learning8 Oct 2024 0 repositories listed
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Quantifying Training Difficulty and Accelerating Convergence in Neural Network-Based PDE Solvers8 Oct 2024 0 repositories listed
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DeepONet for Solving Nonlinear Partial Differential Equations with Physics-Informed Training6 Oct 2024 0 repositories listed
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Neural Scaling Laws of Deep ReLU and Deep Operator Network: A Theoretical Study1 Oct 2024 0 repositories listed
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Scientific Machine Learning Seismology27 Sep 2024 0 repositories listed
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Towards Gaussian Process for operator learning: an uncertainty aware resolution independent operator learning algorithm for computational mechanics17 Sep 2024 0 repositories listed
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FB-HyDON: Parameter-Efficient Physics-Informed Operator Learning of Complex PDEs via Hypernetwork and Finite Basis Domain Decomposition13 Sep 2024 0 repositories listed
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Stratospheric aerosol source inversion: Noise, variability, and uncertainty quantification10 Sep 2024 0 repositories listed
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Component Fourier Neural Operator for Singularly Perturbed Differential Equations7 Sep 2024 0 repositories listed
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State-space models are accurate and efficient neural operators for dynamical systems5 Sep 2024 0 repositories listed
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Spatio-spectral graph neural operator for solving computational mechanics problems on irregular domain and unstructured grid1 Sep 2024 0 repositories listed
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An Overview on Machine Learning Methods for Partial Differential Equations: from Physics Informed Neural Networks to Deep Operator Learning23 Aug 2024 0 repositories listed
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Fredholm Integral Equations Neural Operator (FIE-NO) for Data-Driven Boundary Value Problems20 Aug 2024 0 repositories listed
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Total Uncertainty Quantification in Inverse PDE Solutions Obtained with Reduced-Order Deep Learning Surrogate Models20 Aug 2024 0 repositories listed
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Transfer Operator Learning with Fusion Frame20 Aug 2024 0 repositories listed
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Controlling Statistical, Discretization, and Truncation Errors in Learning Fourier Linear Operators16 Aug 2024 0 repositories listed
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Alpha-VI DeepONet: A prior-robust variational Bayesian approach for enhancing DeepONets with uncertainty quantification1 Aug 2024 0 repositories listed
Syntology lines on 10 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.