Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T20:38:50.895379Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2606.02582.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T20:38:50.895379Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c989cf23-2a90-4cbd-880f-5e6892cd8e8c · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media An online method for interpolating linear parametric reduced-order models
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efda3d31-0f45-4044-a410-875665a1dcfb · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Dynamics of Fluids in Porous Media
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ca9acfc-1335-462f-bb09-2d6b415d24eb · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Generalized multiscale approximation of mixed finite elements with velocity elimination for subsurface flow
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3954b27c-23ac-4d6f-9719-04c7677244bd · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Prediction of multiscale features using deep learning-based preconditioner-solver architecture for darcy equation in high-contrast media
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 68da1fa9-e978-4a70-bff8-53e53e1da19c · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media An innovative application of deep learning in multiscale modeling of subsurface fluid flow: Reconstructing the basis functions of the mixed gmsfem
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 23a36f3f-2bf8-4086-84d7-f65fcc38f96a · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Deep ensemble learning for high-dimensional subsurface fluid flow modeling
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b5dea63e-0c83-4e87-8038-3a7e661ee096 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Constraint energy minimizing gener- alized multiscale finite element method
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33b5a7ec-875e-4afe-9b0d-4ba142652f34 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media An adaptive gmsfem for high-contrast flow problems
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5c8995e-631d-44ae-8573-786309bb8a42 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Mixed generalized multiscale finite element methods and applications
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e79d3b14-1ca5-44f7-941d-ea33e5ec7cb4 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Fast online generalized multiscale finite element method using constraint energy minimization
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 01687945-ea7e-471b-8ca9-dd8e3d1691eb · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Generalized multiscale finite element methods with energy minimizing oversampling
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4ddf20c9-55ef-462c-8aca-fe5405310f04 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Two-level overlapping schwarz algo- rithms for a staggered discontinuous galerkin method
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4c547270-d9f1-412b-8725-8f5a294fdb92 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media A preconditioner for substructuring based on constrained en- ergy minimization
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32ea57ad-4b78-452e-8ba5-62b84a308cec · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Generalized multiscale finite element methods (gmsfem)
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6bfd40d-4322-43e5-b23c-8a3e7732a369 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Multiscale finite element methods for porous media flows and their applications
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea396cbd-b71b-4e14-9d50-1fab7f1af21b · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Multiscale finite element methods: theory and applica- tions
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 302b0b48-dc37-4e5a-89e5-5e03cfb31e27 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Convergence of a nonconforming multiscale finite element method
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bab8bb18-3c03-4650-abc4-bc2082d02ae8 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media An adaptive preconditioner for three-dimensional single-phase compressible flow in highly heterogeneous porous media
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ee3e9e27-c302-4695-a5f6-7b7b649110cf · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media An efficient multiscale preconditioner for large- scale highly heterogeneous flow
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 33a35cd9-47cc-4a99-887c-883265d4d513 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Application of the karhunen-loeve expansion to feature selection and ordering
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28f73fd7-6e2a-45c8-bdb2-eef3f3843595 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Domain decomposition preconditioners for multiscale flows in high-contrast media
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20ec8f5d-d9e8-4643-8272-2dfa89cc980b · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media A multiscale finite element method for numerical ho- mogenization
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 315b5205-8649-458b-9357-51653214a6c9 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media A family of multiscale hybrid-mixed finite element methods for the darcy equation with rough coefficients
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 81888e14-f3ec-4fb2-98a1-ff433fbef462 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media A multiscale finite element method for elliptic problems in composite materials and porous media
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0e841fc-3002-4e7b-9d14-4e5f0f9da749 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Homogenization of differential operators and integral functionals
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a48b71a2-d7f3-4ba7-b4fa-61dda263ffa3 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Adam: A Method for Stochastic Optimization
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1c2c4e6-45f7-4ca1-8429-d2e2cba915b5 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Neural operator: Learning maps between function spaces with applications to pdes
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 670d76c2-3769-4f61-86f0-e42a68922708 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Dual-domain deep learning method to accelerate local basis functions computation for reservoir simulation in high-contrast porous media
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 859736d4-cc0c-4eda-82cb-40f411f8c5f4 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Hybrid two-stage reconstruction of multiscale subsur- face flow with physics-informed residual connected neural operator
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e14e5529-a89a-4019-8f44-6f00b4915a6f · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Multiscale subsurface flow in the era of deep learning: A review
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b3265c49-1f1f-4e17-8d2f-098d07455efa · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Fourier Neural Operator for Parametric Partial Differential Equations
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 345a1262-5cdc-48fd-ac91-a320e30be21d · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Physics-informed neural operator for learning partial differential equations
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7d4298b-be1c-4a6c-957b-0bba30ec9a36 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Adaptive pseudo-solution-assisted pinns for multiscale darcy and darcy-forchheimer equations
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4fd7b399-7e47-47af-ae05-ad3aae52f203 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Learning a generalized multiscale prolongation operator
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0afef463-5516-451c-8394-6fcc7f0a446b · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Learning nonlinear operators via deeponet based on the universal approximation theorem of operators
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9684dd49-a9b3-44cc-bc5c-8fd29c4d7755 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media A comprehensive and fair comparison of two neural operators (with practical extensions) based on fair data
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87f2cfc0-ce9d-465d-9eae-0d942d816451 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Reduced order methods for modeling and computa- tional reduction
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c8d4dcf-791b-499e-9650-99d750c4d56a · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Physics-informed neural networks: a deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa875cf3-81bb-4ab6-94f6-da8c2ae45f99 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media U-net: Convolutional networks for biomedical image segmentation, in: Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 276f6489-96f6-4537-9e41-28852a5daa6a · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media Upscaling hydraulic conductivities in heteroge- neous media: An overview
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0d1a7c7b-7d73-473d-af07-8652d4ac9371 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media A two-grid preconditioner with an adaptive coarse space for flow simulations in highly heterogeneous media
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4985f611-33f7-4145-905b-4d204673dafd · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media An adaptive generalized multiscale finite element methodbasedtwo-gridpreconditionerforlargescalehigh-contrastlinearelasticityprob- lems
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 202df563-5418-434c-b69b-5fc91ccd3f69 · outbound
Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media A robust two-level overlapping precon- ditioner for darcy flow in high-contrast media
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.