Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:14:47.363202Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 1 inbound Pith citation observation for arXiv:2506.08516.
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 2026-08-07T05:14:47.363202Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T15:17:24.642184Z
A source-named dated measurement, never combined with another source.
Source: cited_works
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 85bc476c-2034-433d-a1f8-e7a2111aa899 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Accelerating Eulerian Fluid Simulation With Convolutional Networks
Reference 1
Source-reported events for the cited work
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Observation c5862555-e516-4780-8673-20800e250a0e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Building high accuracy emulators for scientific simulations with deep neural architecture search
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c8ede504-755a-4389-afb1-7e0c0ff436ec · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 702d53f9-9116-4cc0-9060-f6eaa6c04e1e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Learning to simulate complex physics with graph networks
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebecf565-c122-405b-bbd8-32d066a30f4e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Cd-rom: Complemented deep-reduced order model.Computer Methods in Applied Mechanics and Engineering, 410:115985, 2023
Reference 5
Source-reported events for the cited work
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Observation dc983a77-d1e3-4020-a903-8ce6b24548d6 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis https://nips.cc/ virtual/2022/workshop/49979, 2022
Reference 6
Source-reported events for the cited work
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Observation 1c7bddbb-c342-42aa-a79c-7bcae7c791e0 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis https://opencatalystproject.org/challenge.html, 2021- 2022
Reference 7
Source-reported events for the cited work
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Observation a341ce75-505a-4d36-bf72-1a35c4026275 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis The higgs boson machine learning challenge
Reference 8
Source-reported events for the cited work
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Observation f3c42bca-d846-4410-bf41-3450feca86fb · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b4442591-fcac-4ce5-ae62-550a25fc9e81 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis https://physics4ml.github.io/, 2023
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fc709ed8-59b2-48fd-a408-ca23fde89d94 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Konstantin Rusch, and Siddhartha Mishra
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a82ba1e2-c9bd-42e7-8abc-f70bff20bf59 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Neural networks learn representation theory: Reverse engineering how networks perform group operations
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 64ad320a-8237-43c9-babe-0f2f606519e8 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Interpretable learning of effective dynamics for multiscale systems
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05c16d57-2de9-4a36-bf39-944653313268 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis LIPS-learning industrial physical simulation benchmark suite
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aaa91384-031e-4d75-af31-8739013e58f7 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Applied computational aerodynamics
Reference 15
Source-reported events for the cited work
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Observation 6daa3386-115c-4321-adbf-52abe0f7c0e3 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Airfrans: High fi- delity computational fluid dynamics dataset for approximating reynolds-averaged navier–stokes solutions
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 72df2830-3df9-4bf1-9692-9a4d701efe5c · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Kochkov, J
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f8ef78ce-0109-45cd-8968-f76e5630906f · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Worrall, and Max Welling
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 167efe25-d3bf-4820-b555-285b3cd32150 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7a1bb54c-76e0-4f19-8a8e-bb6e1f5ea10e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Learn- ing mesh-based simulation with graph networks
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 65656b7a-e298-455d-bf1c-2d6a12030e88 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Multi-resolution graph neural networks for pde approximation
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5ea75977-903e-420b-8a26-99c069491a23 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis MMGP: a Mesh Morphing Gaus- sian Process-based machine learning method for regression of physical problems under non- parametrized geometrical variability
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2d2cff54-6f6a-4b1b-b45b-d560134fdb10 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Registration-based model reduction of parameterized pdes with spatio-parameter adaptivity
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e27525f4-cd2a-427e-b5df-00106b8422ea · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Pointconv: Deep convolutional networks on 3d point clouds
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3fdd9bf-e191-46d0-b729-88705011a64a · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Neural fields for rapid aircraft aerodynamics simulations
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8ab4d109-8538-4853-b494-140295002295 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Geometry aware inference of steady state pdes using equivariant neural fields representations
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4d8980ea-8c32-4e12-8a0c-f1e02f8e1de4 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis INFINITY: Neural Field Modeling for Reynolds-Averaged Navier-Stokes Equations
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 289df761-90e7-4b0f-88aa-071581fc0e6c · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Fourier features let networks learn high frequency functions in low dimensional domains
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0d2fc15-0f3b-468d-9c2d-dc83db8bb50c · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2db4311f-434d-4de4-b674-a6597b5ba28d · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Neural message passing for quantum chemistry
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6828543-c63c-471d-8b2d-b4ea4e68dbbc · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Relational inductive biases, deep learning, and graph networks
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a53c519-3f51-4147-aec9-bddd45a0829e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Weak baselines and reporting biases lead to overoptimism in machine learning for fluid-related partial differential equations
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 334d8aca-7f39-40c0-ba0e-4d2bc41669c1 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis ML4PhySim : Machine Learning for Physical Simulations Challenge (The airfoil design)
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab02138e-b89f-470e-835b-ff5e7f882506 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis What you see is not what you get: Neural partial differential equations and the illusion of learning, 2024
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b15dd235-6381-40c4-adc4-b0a23ef996af · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Muscat.https://gitlab.com/drti/muscat, 2025
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 244a5249-7ef6-4d82-975c-16164ea75cb8 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Basictools: a numerical simulation toolbox
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6975345b-58d0-460e-bc1c-709987871fb6 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Morphing techniques for model order reduction with non parametric geometrical variabilities
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4f817397-c577-406d-8283-287c358d4b1f · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Elasticity-based morphing technique and application to reduced-order modeling
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 368787c7-c929-4bd3-b97e-fc3510f5e40f · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis O-MMGP: Optimal Mesh Morphing Gaussian Process regression for solving PDEs with non-parametric geometric variations
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d2a7bee7-0c99-48ac-86d8-7079b558535e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Automatic differentiation in pytorch
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97318a02-c2ff-444f-af0c-1dd610cafce7 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Adam: A Method for Stochastic Optimization
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 434e8df7-498b-4363-b020-a7abe151052e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Evolutionary understanding of airfoil lift
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1f12542f-0c14-4907-b805-f39ab720b40d · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Gomez, Łukasz Kaiser, and Illia Polosukhin
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b44fcd24-b5eb-4b75-a1e4-c45bef1661ac · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Spherical message passing for 3d molecular graphs
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a41a9560-d4af-4d92-93e8-6407081d8c8f · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Directional message passing for molecular graphs
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad23ae37-9351-45e6-a7ff-db4da4bd3bae · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Spherical harmonic
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f5c8daee-e722-4d8e-94fd-6dc83699d477 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Smith, Ishan Misra, Aditya Grover, Heli Ben-Hamu, and Yaron Lipman
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6327b72f-cfed-487a-bd02-33275795312e · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Equivariance via minimal frame averaging for more symmetries and efficiency
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cb49606a-c580-41d0-bb3e-a0b1087afc67 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d8ac41f1-6602-4d07-880e-c2676c6c6b4a · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 25233bcd-d52d-4418-b201-c73b8a8f218f · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 238eef03-865a-4d5e-b266-dc3ee261567f · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 631d83d6-7daa-4661-9fc2-61f24914df24 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 88602e32-5cc9-44fe-a204-69dd1796c415 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a7172f76-4661-431b-a7d2-75c74ae9ebad · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 56aad533-14e8-40ec-8810-920c8d4779d1 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1ab60497-c5f5-4f53-a087-bf87a65f4c95 · outbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f9c05dc6-618c-4702-a4e4-e476de726cab · inbound
The HydroGym Reinforcement Learning Platform for Fluid Dynamics NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis
Reference 252
Source-reported events for the cited work
Unavailable: canonical work link unavailable.