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Paper Citation Record · LEDGER

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis

As of 12 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.

pith.paper-citation-record.v1
2506.08516 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:14:47.363202Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:17:24.642184Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

57 of 57 outbound references displayed

  • verified exact5
  • verified fuzzy30
  • unresolved21
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85bc476c-2034-433d-a1f8-e7a2111aa899 · outbound

This paper cites Accelerating Eulerian Fluid Simulation With Convolutional Networks.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Accelerating Eulerian Fluid Simulation With Convolutional Networks

Reference 1

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unresolved
no resolver link, observed 2026-08-07T05:14:44.321907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c5862555-e516-4780-8673-20800e250a0e · outbound

This paper cites Building high accuracy emulators for scientific simulations with deep neural architecture search.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Building high accuracy emulators for scientific simulations with deep neural architecture search

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.498397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:44.372328Z digest=sha256:b60c158c0ec3a61861978753d46dd813a375eb71834bb5651afa367db40cc0f4

Observation c8ede504-755a-4389-afb1-7e0c0ff436ec · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 3

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unresolved
raw_fallback, observed 2026-08-07T05:14:48.484291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 702d53f9-9116-4cc0-9060-f6eaa6c04e1e · outbound

This paper cites Learning to simulate complex physics with graph networks.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Learning to simulate complex physics with graph networks

Reference 4

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unresolved
no resolver link, observed 2026-08-07T05:14:44.526390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:44.526390Z digest=sha256:8f5d4843911bbb5d91346196c19bc7eb581af2782694234e6b2223b13bf7cd21

Observation ebecf565-c122-405b-bbd8-32d066a30f4e · outbound

This paper cites Cd-rom: Complemented deep-reduced order model.Computer Methods in Applied Mechanics and Engineering, 410:115985, 2023.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.460165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:44.606755Z digest=sha256:3a8526e47a57ad48e2d7f7c69af4d3e348103fa7c210f52a47b5804b15e49f8b

Observation dc983a77-d1e3-4020-a903-8ce6b24548d6 · outbound

This paper cites https://nips.cc/ virtual/2022/workshop/49979, 2022.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis https://nips.cc/ virtual/2022/workshop/49979, 2022

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.446065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:44.661356Z digest=sha256:57ee855697e5f4c425a87857b312ea7dca7d6c07be802218e5d213b9e72e2ffc

Observation 1c7bddbb-c342-42aa-a79c-7bcae7c791e0 · outbound

This paper cites https://opencatalystproject.org/challenge.html, 2021- 2022.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis https://opencatalystproject.org/challenge.html, 2021- 2022

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.431852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:44.738579Z digest=sha256:1dc706e1c74e7ffef0ee5520dd5a1d85e808562b6a64abacc8bf646ccec97635

Observation a341ce75-505a-4d36-bf72-1a35c4026275 · outbound

This paper cites The higgs boson machine learning challenge.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis The higgs boson machine learning challenge

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.415976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:44.803180Z digest=sha256:09cd837855e69f67e9239927b967782fc801fca9594387e33cf4d574a87f67a9

Observation f3c42bca-d846-4410-bf41-3450feca86fb · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 9

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unresolved
raw_fallback, observed 2026-08-07T05:14:48.401174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:44.867783Z digest=sha256:8d50758054da1dd3d4387f6d1638a1a3f62f6413fe4e69cc15ce28b1c02ca28b

Observation b4442591-fcac-4ce5-ae62-550a25fc9e81 · outbound

This paper cites https://physics4ml.github.io/, 2023.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis https://physics4ml.github.io/, 2023

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.387230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:44.934845Z digest=sha256:7f5ae75c35e146d5d2b1d1c073ae18bb1204a65acfb9c0c19073a6ad401005af

Observation fc709ed8-59b2-48fd-a408-ca23fde89d94 · outbound

This paper cites Konstantin Rusch, and Siddhartha Mishra.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Konstantin Rusch, and Siddhartha Mishra

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.373296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.018182Z digest=sha256:6152e214074d814d3f32fc770fbb191d6c84aa9494de7e1cbaa76b6a86b8163e

Observation a82ba1e2-c9bd-42e7-8abc-f70bff20bf59 · outbound

This paper cites Neural networks learn representation theory: Reverse engineering how networks perform group operations.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Neural networks learn representation theory: Reverse engineering how networks perform group operations

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.359066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.082087Z digest=sha256:21c1d1e51e67e27f84cf71ce7da700ca1c12c0e14ea37a9c389273b4291f48c1

Observation 64ad320a-8237-43c9-babe-0f2f606519e8 · outbound

This paper cites Interpretable learning of effective dynamics for multiscale systems.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Interpretable learning of effective dynamics for multiscale systems

Reference 13

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unresolved
no resolver link, observed 2026-08-07T05:14:45.171094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:45.171094Z digest=sha256:8af55da63e9efee9875433b45b4ae80e977f95243eceae533d16583c58bc2331

Observation 05c16d57-2de9-4a36-bf39-944653313268 · outbound

This paper cites LIPS-learning industrial physical simulation benchmark suite.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis LIPS-learning industrial physical simulation benchmark suite

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.334047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.244791Z digest=sha256:2c28409f45cfcafedcd6174c8b9d127b3223067e163750ae79d6cbdda36f65e7

Observation aaa91384-031e-4d75-af31-8739013e58f7 · outbound

This paper cites Applied computational aerodynamics.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Applied computational aerodynamics

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.319509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.278583Z digest=sha256:70e7c7fdbc697f2e3da2d9916d0b72dd119e2cf29c02528c075ab95180ac290a

Observation 6daa3386-115c-4321-adbf-52abe0f7c0e3 · outbound

This paper cites Airfrans: High fi- delity computational fluid dynamics dataset for approximating reynolds-averaged navier–stokes solutions.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.305226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.343311Z digest=sha256:41f78a13e3ba11541dac4bfbeddd47f632d009facfe72c835388f3334add927f

Observation 72df2830-3df9-4bf1-9692-9a4d701efe5c · outbound

This paper cites Kochkov, J.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Kochkov, J

Reference 17

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.290314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.423119Z digest=sha256:214cd07c8b895942406ec8a5efdc283c6376ecf07c29981a7406827aadaa40a0

Observation f8ef78ce-0109-45cd-8968-f76e5630906f · outbound

This paper cites Worrall, and Max Welling.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Worrall, and Max Welling

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.274241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.497020Z digest=sha256:b934f9d83f4a480c6cbb4fbc9d56c09899a679edcc4051abfd43601ad8c92ca9

Observation 167efe25-d3bf-4820-b555-285b3cd32150 · outbound

This paper cites NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:14:47.814554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 7a1bb54c-76e0-4f19-8a8e-bb6e1f5ea10e · outbound

This paper cites Learn- ing mesh-based simulation with graph networks.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Learn- ing mesh-based simulation with graph networks

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.260176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 65656b7a-e298-455d-bf1c-2d6a12030e88 · outbound

This paper cites Multi-resolution graph neural networks for pde approximation.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Multi-resolution graph neural networks for pde approximation

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.246601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5ea75977-903e-420b-8a26-99c069491a23 · outbound

This paper cites MMGP: a Mesh Morphing Gaus- sian Process-based machine learning method for regression of physical problems under non- parametrized geometrical variability.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.232800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.776334Z digest=sha256:42910a02313686f9b66efc3784369f4285f0bf8833c4e31e83ee5fd4e8ac997a

Observation 2d2cff54-6f6a-4b1b-b45b-d560134fdb10 · outbound

This paper cites Registration-based model reduction of parameterized pdes with spatio-parameter adaptivity.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Registration-based model reduction of parameterized pdes with spatio-parameter adaptivity

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.217682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.841968Z digest=sha256:6537384be39553b7735eef4044d6458c1742bebf2e9a860bea0637488adc8390

Observation e27525f4-cd2a-427e-b5df-00106b8422ea · outbound

This paper cites Pointconv: Deep convolutional networks on 3d point clouds.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Pointconv: Deep convolutional networks on 3d point clouds

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:45.893355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:45.893355Z digest=sha256:fe0cf70dd8b01fd9629b6b842d046f2755355493abb95d3b35c500308cf2c501

Observation b3fdd9bf-e191-46d0-b729-88705011a64a · outbound

This paper cites Neural fields for rapid aircraft aerodynamics simulations.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Neural fields for rapid aircraft aerodynamics simulations

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.194776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.946330Z digest=sha256:3e616777809239e6cca2392792a763e05876c5ba403bfc75d7dd1924c0345d3f

Observation 8ab4d109-8538-4853-b494-140295002295 · outbound

This paper cites Geometry aware inference of steady state pdes using equivariant neural fields representations.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Geometry aware inference of steady state pdes using equivariant neural fields representations

Reference 26

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:14:47.789247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:45.994524Z digest=sha256:fe7e8aa1084a430e522a8238253a5e7aec7cf790b5b17feb8cded1ec906115bf

Observation 4d8980ea-8c32-4e12-8a0c-f1e02f8e1de4 · outbound

This paper cites INFINITY: Neural Field Modeling for Reynolds-Averaged Navier-Stokes Equations.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis INFINITY: Neural Field Modeling for Reynolds-Averaged Navier-Stokes Equations

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:14:47.581749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.054692Z digest=sha256:3a3c1753393490374e94c7fb41d22fca414debf20852a89afae22e1e5103e463

Observation 289df761-90e7-4b0f-88aa-071581fc0e6c · outbound

This paper cites Fourier features let networks learn high frequency functions in low dimensional domains.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Fourier features let networks learn high frequency functions in low dimensional domains

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:46.138645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:46.138645Z digest=sha256:86d8559bce51a4ef39c3b18bcc56ecb5fa36630a76795b8835b6c6680de84e0e

Observation a0d2fc15-0f3b-468d-9c2d-dc83db8bb50c · outbound

This paper cites A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:46.190904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:46.190904Z digest=sha256:479030dc9601afe073062aa4995e25540717faf1951b8b373a7b216586d24d96

Observation 2db4311f-434d-4de4-b674-a6597b5ba28d · outbound

This paper cites Neural message passing for quantum chemistry.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Neural message passing for quantum chemistry

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:46.232841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:46.232841Z digest=sha256:7739657a0bee2370631606fd7fd2c033d41ee48a8acc1196f5ae85502c94255d

Observation c6828543-c63c-471d-8b2d-b4ea4e68dbbc · outbound

This paper cites Relational inductive biases, deep learning, and graph networks.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Relational inductive biases, deep learning, and graph networks

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:46.290671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:46.290671Z digest=sha256:e1ecf8f38e68445a0588fa55b8096ce1ec6020e90d431d042a872b96ca680256

Observation 4a53c519-3f51-4147-aec9-bddd45a0829e · outbound

This paper cites Weak baselines and reporting biases lead to overoptimism in machine learning for fluid-related partial differential equations.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.159489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.353894Z digest=sha256:ea9d85b3b671c7d3dabc7823b8cdce5250b9cd8894a778ef3ab6a9f6dae2e94b

Observation 334d8aca-7f39-40c0-ba0e-4d2bc41669c1 · outbound

This paper cites ML4PhySim : Machine Learning for Physical Simulations Challenge (The airfoil design).

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis ML4PhySim : Machine Learning for Physical Simulations Challenge (The airfoil design)

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:14:47.522872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.404431Z digest=sha256:3861d2482a35c447aee3bfb72db76687b5bea0fb578161efcff82bb888a21f0e

Observation ab02138e-b89f-470e-835b-ff5e7f882506 · outbound

This paper cites What you see is not what you get: Neural partial differential equations and the illusion of learning, 2024.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.143740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.459572Z digest=sha256:c3575e1d31f2d132f37d17e88fcd94d6153d03b543ad40ca8a1b338f5224e020

Observation b15dd235-6381-40c4-adc4-b0a23ef996af · outbound

This paper cites Muscat.https://gitlab.com/drti/muscat, 2025.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Muscat.https://gitlab.com/drti/muscat, 2025

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.130028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.534567Z digest=sha256:d4eaf7a79ad3712f2dd125b8bb4b8683c212875802a74af389a35cd0389a1875

Observation 244a5249-7ef6-4d82-975c-16164ea75cb8 · outbound

This paper cites Basictools: a numerical simulation toolbox.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Basictools: a numerical simulation toolbox

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.116312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.572064Z digest=sha256:33f5196d858ae488c5a91e7f763079f49339727a55d1df77d90ec647b76f33e3

Observation 6975345b-58d0-460e-bc1c-709987871fb6 · outbound

This paper cites Morphing techniques for model order reduction with non parametric geometrical variabilities.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Morphing techniques for model order reduction with non parametric geometrical variabilities

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.102269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.649780Z digest=sha256:9fba30ccba91070c2243243cd9ddfda437d49b4dfd2c24c76ae148e7e6db6c74

Observation 4f817397-c577-406d-8283-287c358d4b1f · outbound

This paper cites Elasticity-based morphing technique and application to reduced-order modeling.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Elasticity-based morphing technique and application to reduced-order modeling

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.087737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.680310Z digest=sha256:604576d3412c801e32294c9445c85c20a747c34838979b3c95948e62ecaa9d86

Observation 368787c7-c929-4bd3-b97e-fc3510f5e40f · outbound

This paper cites O-MMGP: Optimal Mesh Morphing Gaussian Process regression for solving PDEs with non-parametric geometric variations.

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

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:14:47.498908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:46.739804Z digest=sha256:9de47f40c37d57ac79ce522ff263a7562be36a09fa1188eec86f0408aa9dcf17

Observation d2a7bee7-0c99-48ac-86d8-7079b558535e · outbound

This paper cites Automatic differentiation in pytorch.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Automatic differentiation in pytorch

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:46.800182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:46.800182Z digest=sha256:38d832b010172785f6bb781af489bb7bc6d19dc3be2af02abb68f631eb67daab

Observation 97318a02-c2ff-444f-af0c-1dd610cafce7 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Adam: A Method for Stochastic Optimization

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:46.966346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:46.966346Z digest=sha256:f52b3c73187979658d416ad6963eedd68bec0736a849a79452a4c2a1820677b0

Observation 434e8df7-498b-4363-b020-a7abe151052e · outbound

This paper cites Evolutionary understanding of airfoil lift.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Evolutionary understanding of airfoil lift

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.061083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.120467Z digest=sha256:337e480b21c5321667f41befd1e970d801f3e06740f0f1afa60289bf954757e3

Observation 1f12542f-0c14-4907-b805-f39ab720b40d · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.045451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.242646Z digest=sha256:65834f771b17732475d4ef42c1637f230c0ff8ce1637e24e5ddc82fcdcf96d7e

Observation b44fcd24-b5eb-4b75-a1e4-c45bef1661ac · outbound

This paper cites Spherical message passing for 3d molecular graphs.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Spherical message passing for 3d molecular graphs

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:47.300003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:47.300003Z digest=sha256:4fec98f108705b23fbc3bc3a27fc51ebde9bd802502613e49fc8b04d7ecfc1bf

Observation a41a9560-d4af-4d92-93e8-6407081d8c8f · outbound

This paper cites Directional message passing for molecular graphs.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Directional message passing for molecular graphs

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.020037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.310689Z digest=sha256:0f196bbedc1e62c4eb134475e662efa916aafa53801d95846436bfe84c197edf

Observation ad23ae37-9351-45e6-a7ff-db4da4bd3bae · outbound

This paper cites Spherical harmonic.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Spherical harmonic

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:48.004852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.315246Z digest=sha256:4f9ed859c1990f389679412fa9085e5a0f0603c61829b503f672b363e378f967

Observation f5c8daee-e722-4d8e-94fd-6dc83699d477 · outbound

This paper cites Smith, Ishan Misra, Aditya Grover, Heli Ben-Hamu, and Yaron Lipman.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Smith, Ishan Misra, Aditya Grover, Heli Ben-Hamu, and Yaron Lipman

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:47.990155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.319537Z digest=sha256:0266d98c85a54a77d043666675e29d8e7b67fc8a606e9ac176226a29d5c12464

Observation 6327b72f-cfed-487a-bd02-33275795312e · outbound

This paper cites Equivariance via minimal frame averaging for more symmetries and efficiency.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Equivariance via minimal frame averaging for more symmetries and efficiency

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:14:47.975531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.323761Z digest=sha256:a9044ae53f71412183c4abbe21e694b933903cec6e6488c4e52ebe2800a75cfe

Observation cb49606a-c580-41d0-bb3e-a0b1087afc67 · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.961195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.328908Z digest=sha256:2e4ac98898e10db06ba6fcb9040474dfb50889f67c9878818762630965bf39ce

Observation d8ac41f1-6602-4d07-880e-c2676c6c6b4a · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.947328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.332972Z digest=sha256:49f56f35b54881c190e4fafa926f1c0dcbc6fabfa7384e0ca98dfaf2e00b5a3f

Observation 25233bcd-d52d-4418-b201-c73b8a8f218f · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.932848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.337194Z digest=sha256:2a0e57b846bde4b2e601aa3cf7a7a7ff58f5eb634637cdc3b47593b3a1660de9

Observation 238eef03-865a-4d5e-b266-dc3ee261567f · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.919090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.341789Z digest=sha256:a782280ea573bc58bf9248640406246ddc3209088ac3e6cd5846ab0925679d0a

Observation 631d83d6-7daa-4661-9fc2-61f24914df24 · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.903695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.345675Z digest=sha256:5d4861eb4d87f183cb7b0440f5bf3930fcda8a4efa2a04225ad9d70cc42b6c69

Observation 88602e32-5cc9-44fe-a204-69dd1796c415 · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.890072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.350016Z digest=sha256:92c3748903aa6515134bc3a0660a6558e7302f9a4410748f847a5c174e7e512d

Observation a7172f76-4661-431b-a7d2-75c74ae9ebad · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.876301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.355002Z digest=sha256:851fac624ffa6b4f98232d843941fc5ac11b971888a80d6a70972ed5ce540e19

Observation 56aad533-14e8-40ec-8810-920c8d4779d1 · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:14:47.861779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.359265Z digest=sha256:6b6b2c37a1986e4dceee4dbc36d5efb0b7262adf44282114e92d05af035eac4d

Observation 1ab60497-c5f5-4f53-a087-bf87a65f4c95 · outbound

This paper cites an unresolved cited work.

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis Unresolved cited work

Reference 57

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T05:14:47.846965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:14:47.363202Z digest=sha256:e78ae1018ef8f21e04ace3a0d436baef6c4ff6ec5851c862f7436f37bb4d8a8c

Pith citing papers

Observation f9c05dc6-618c-4702-a4e4-e476de726cab · inbound

The HydroGym Reinforcement Learning Platform for Fluid Dynamics cites this paper.

The HydroGym Reinforcement Learning Platform for Fluid Dynamics NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis

Reference 252

Resolution
malformed identifier
no resolver link, observed 2026-08-03T15:17:24.642184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:17:24.642184Z digest=sha256:7c31cae82e5d229f2e3d9e01564d678e07941a546c61e00cb6d1b4ee8a5e3896