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Paper Citation Record · LEDGER

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis

As of 14 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 2026-08-14T06:32:32.682623+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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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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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 2026-08-14T06:32:32.682623+00:00.

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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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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 2026-08-14T06:32:32.682623+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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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=sha256:6c27fd9c5a3f03cbae6db29541172e23471bf0983de17043c89b0eb91f73eb05

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:44.606755Z digest=sha256:7e6c85696d905200a2f7be709e76d1877e16e846a49dd59613b296edf25a47e4

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 2026-08-14T06:32:32.682623+00:00.

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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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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 2026-08-14T06:32:32.682623+00:00.

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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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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 2026-08-14T06:32:32.682623+00:00.

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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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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:44.867783Z digest=sha256:145d347b9dec582f2c5d10f932b233a8f7a94e262d5c0064735e30d269fc3703

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 2026-08-14T06:32:32.682623+00:00.

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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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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 2026-08-14T06:32:32.682623+00:00.

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.082087Z digest=sha256:9bb4f7ed3c338aab418b8a2eeb15a2ca1601f1c2735481a81093109d4e2b984a

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:ff8c69de17c185bfd50a8c02c46ab382c5175557ff382f1d10e357b8d9431e31

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.244791Z digest=sha256:61f934f8e99041a42dc6b98ecbe3ae1f20d7820180ed0e4592e28c4959f22b45

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

Resolution
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.278583Z digest=sha256:ce7c897d8ce80c613dbedc30f15c2ae42c9db837ac0fd4671b51787ca0986063

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.343311Z digest=sha256:f1e68f21d1ead50ecc96c826cdbe6c1beadd8a3f4d0f048b13eab937880264b7

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 2026-08-14T06:32:32.682623+00:00.

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.497020Z digest=sha256:6ddbb670eba7c40bc47b4f0870879b7aeed1a0a4f279f594ccecaba4924d4cce

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

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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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.776334Z digest=sha256:6f9b24a1b03be2e9c96fe386a66193ab9ba7e0bc54da810dbf23e0557ddf0210

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.841968Z digest=sha256:737d8105f432a8dcf486aef06bd030431c95c03fa36b50d2d705efff4bd43dfc

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

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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=sha256:608680a82509aadbf216d15affbbdf771f28000eea50ea73c838bd8070b4b52f

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.946330Z digest=sha256:197b973bb23b56612522314302c9c7aa3f40c5c6cefb4459fd1f7c2d666ddcb4

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:45.994524Z digest=sha256:8ddfa0eb4cfbb8186c50f9cfe0026c4a69efa7d016c61335149bc6bdc298ac1d

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

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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 2026-08-14T06:32:32.682623+00:00.

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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

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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=sha256:46d810091390731a01adb6afb476c76391796b0768f1326d0185f29d09686678

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

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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=sha256:01202e75995f896012ad6e4201f656089e6e76415bec7f7f58deecc310263d3c

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

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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=sha256:806460cd72acc6eb227528391e3b433b7efc591e654aa6c5d61a5a29e0499922

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:c364a1218ddf2b40eb98c9d72e1983374d899b9edf77d3bc546e5d4750deb6ed

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.353894Z digest=sha256:04c6bd05817ee60a178668fb468df54947323ddbb900be28f56be4570373afa0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.404431Z digest=sha256:365e290bc307957d0f9cd02193934ab6d2b75bf319f5c19ea7487b1cea50bb6a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.459572Z digest=sha256:96d85dd446679f1892de9160ee3b5b18ab001f4522fdd70c8ac53fc7130aab1f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.534567Z digest=sha256:827b8f72a717523882c50f04e35b1685ce16c7293a7de172ccadc2dc1268d8a2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.572064Z digest=sha256:290409cf7eb0cd7d68966407f2837cdb5d0deb5e3a088298f1a9dcd09052c176

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.649780Z digest=sha256:bd5c9a74ec90481ef0d936de868dbc267406a357047b51d3182c26c76be6ba9e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.680310Z digest=sha256:0629b7e4e577913b35e3939eaeddc07a6ae2044444fd6c2d014e808e36630aed

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:46.739804Z digest=sha256:ac7fe656b5825b7e8b2a6d59208d2e96fbf9b6563a72316bc4ddb143321881e3

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=sha256:48389d444b2c5f8a964796fbd7be14dc10e1c9ea2b0db1467d261e5d9067ac1b

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=sha256:867058fad71d6e9abf68da30066390cc68aedc924feda7794ac58d21689f4a8e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.120467Z digest=sha256:7e2e12f6e24fc4fb0d477de2630f6c8533784caa3345be260d1a54ff4fe410aa

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.242646Z digest=sha256:999ca272c358854352f978ec24e82f9d4f04330124989086fca45bcf23f4fc70

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=sha256:80df916e3f85dee4334fc572381879dae5e21ed124757579742cea61acae44f6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.310689Z digest=sha256:9b98f1c4a9cf6b5f10869238b1338de453ae61ec95c10669af46e6e768e6e72b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.315246Z digest=sha256:5a16796085b608eed68e350857b8ab8e3c17278fea812263a5754a4de3780891

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.319537Z digest=sha256:760ad75a25c9992c6106c2be508c17fc1f075de1859327811b6acfd3b0b77479

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.323761Z digest=sha256:ff83b480b343c8fbf2550c1e81073955219138c7fe62fb9033bc73ea27ecefc3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.328908Z digest=sha256:974f9d0a8e5fdce65efdc3489bcc039517533b75c3ccb54d17ef6cc2808a7d48

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.332972Z digest=sha256:05a04f5ec76b3e02f3438aa0e84f5993eaf1f4c9b66b3bda5269cc3f002af615

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.337194Z digest=sha256:a24ebbfbc3ca11496cf8645012d83f2202eb9e33ee6527879b3db4806f3784ed

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.341789Z digest=sha256:01891e2eb859f71c300f451b23cd92fbbce02659a67a7d1a752158338600ea04

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.345675Z digest=sha256:c074d08653d0e908090951025ba7f3da7ec5e85ddb5a3e34c8bb9e92b49d5e24

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.350016Z digest=sha256:c0e5602935c770a109f9b4c0b880384302aec421ae5bd11a164dc13894d55598

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.355002Z digest=sha256:5d14161de331501203fd76bc8a505a92fa0b1f7bbade33423172836aa8cd74a3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.359265Z digest=sha256:f77b773dda2899b15dbb832ec6eb8ff3021048bdf4932747dfa661873ebae799

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:14:47.363202Z digest=sha256:2e4b7d4281c4fb88ae4390a08ba16f5f4cc549d0d301266b8181e30ea2cac75b

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:dd33f4fafd76019dd5d5cabfdbbd0a29ff02c7e4b0cca70e9775ebb72709b544