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Paper Citation Record · LEDGER

NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis

As of 8 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 2026-08-08T06:32:00.761636+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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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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=sha256:8f5d4843911bbb5d91346196c19bc7eb581af2782694234e6b2223b13bf7cd21

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:44.606755Z digest=sha256:c2b8e655e1426af13064cc09758ab439e549c45d6a4a6cdba0c748b319e8a330

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:44.661356Z digest=sha256:8b6cd3c4940e5cce77a18764f9ce9bbf54f2c4df66ddee88196ab4c3288d7d77

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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

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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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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 2026-08-08T06:32:00.761636+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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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

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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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:45.244791Z digest=sha256:2624f1971dcb1094e2757fc161fa8729b14c1858125c99388af9d3d9146daec8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:45.278583Z digest=sha256:1408953b1288f81b3a358ae28d17deec401aab20ef5b33854c0ebc47c387ad88

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:45.343311Z digest=sha256:35d2c71ad43c39292203236f3ebd3069bdf56aeb5d2bd394faa2b595f2b7f93d

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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

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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 2026-08-08T06:32:00.761636+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

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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:45.712502Z digest=sha256:d5e88016a672b35d78663a5f6b917519a3e64eaad78c2f85db43466c266b09e4

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 2026-08-08T06:32:00.761636+00:00.

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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 2026-08-08T06:32:00.761636+00:00.

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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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:45.946330Z digest=sha256:ff575b758c2d639482ff5c2430ddd623d6547eb12e6d938e94023abf2c089385

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:45.994524Z digest=sha256:42c52ae76660e7a9b91c010f702564b64ecf21d464e84c0e09578999d6701c58

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 2026-08-08T06:32:00.761636+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=sha256:86d8559bce51a4ef39c3b18bcc56ecb5fa36630a76795b8835b6c6680de84e0e

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

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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=sha256:40f57a5c0b4e985ce040a0e1f8b4122790222c2192ebd20df22c8aa0cca61286

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=sha256:7739657a0bee2370631606fd7fd2c033d41ee48a8acc1196f5ae85502c94255d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.353894Z digest=sha256:6e49b7b887a9cb53b1e5e03d98604eb773fd16e084cb244f7ecf6189e640a6f3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.404431Z digest=sha256:c7627b021f35d088c6a6135825903b00f1f7f416dc44f7f36d3f4a6f39d97ffc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.459572Z digest=sha256:b37805394b43ed9d6501eb6efca9d8adb1a38db85122d05bf0f0de8fe3328299

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.534567Z digest=sha256:a456d24e02cd8156310f67d5ea68167de2611c6b891dc6c44763ff3c4e178187

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.572064Z digest=sha256:7dcf149f3c28a6a551e078d855e646ee37f545b3cd6a0c4bbec865406d6c9859

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.649780Z digest=sha256:dd0b4064230485354482d2d8a7ea22e33317292f46e033b1c7c0f32b5517abb5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.680310Z digest=sha256:dbd4111d91badd3a7d305744a3343b7b69b7f88943579ffc76964cd63bf3159b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:46.739804Z digest=sha256:54db303c25dcb047a5f8c41e8b9281008e523e674c18bd5ce30ba5e319bd1d02

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.120467Z digest=sha256:b051d49f84a3720ba74c2c7d08919c0e2d5eb9a645b1b8c4cb7046df62d4127f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.242646Z digest=sha256:9e0437a6a9aaf955e0e202f7bde5e4ae99182aff328afd7087247fade61d6e83

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.310689Z digest=sha256:5cee0322c577620309d6a4c9af59459a5b030922aa9585ef28f0d6be8f197d18

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.315246Z digest=sha256:0380098174365e8a402bbf5bf178482a1910b3b960475915fc1e53d5c2b3b4a0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.319537Z digest=sha256:c80e66c20a849e2db4b0b33b34a8edb08edacf03c3bb934c0d4762b3045ad73b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.323761Z digest=sha256:770b42cf32be54634f418db353a213594f21cdc16d87cfba506c8273753488c5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.328908Z digest=sha256:935992bfdcad06dd44dc6e132edf4895707696b831622e22fa67136c03cf8832

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.332972Z digest=sha256:b47c6c8990228ee50579ecca1c6c1d4423d94889d2255f848226ddfc6b9f9de4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.337194Z digest=sha256:764b340f4e1ffad7eb2664d1e958d73f5751a45b672bd3f0cbf7d2bda6b59121

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.341789Z digest=sha256:24b6063d230a35fc38d8ed517dfc058f6b917dd3f23d992354a2a11c31a86aa4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.345675Z digest=sha256:a5590cdd6d39613f6fa299b7afc97dc8b015789e466704371aecc59e522ea9e7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.350016Z digest=sha256:882a8cfc43c0016c868082b46964c3874035b3e92e7636c39a1198b941011d85

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.355002Z digest=sha256:6c9b48e137751d1eabed5fff39490abae6449a5f52968ae719820c2b5978f32e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.359265Z digest=sha256:e01f4b9c460dcdd9fd39d9f7d9a24d0342e2cbe262e6cb3667cfc99ac6ba4fac

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:14:47.363202Z digest=sha256:110dc389d8369c9d98d8f39740ae51f7850ab4fd9f2741d3957b527f71479e62

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:d42d3cc53d56f87df984e851e9f0e311df728ee707d312577dafc0b29b940723