Paper Citation Record · LEDGER

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics

As of 21 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 5 inbound Pith citation observations for arXiv:2504.19338.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.19338 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:59:05.939522Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:45:12.600649Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T21:07:23.576343Z

Reference resolution

40 of 40 outbound references displayed

verified exact3
verified fuzzy24
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4210aae-f928-451c-87c6-8f6f383867a8 · outbound

This paper cites DeepSeek-V3 Technical Report.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics DeepSeek-V3 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.826594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e04731d0-db9b-4860-8253-429e91e4e227 · outbound

This paper cites CRISPR-GPT for Agentic Automation of Gene-editing Experiments.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics CRISPR-GPT for Agentic Automation of Gene-editing Experiments

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.830399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e62ebb84-7e3f-4c04-a423-291f39efa5a9 · outbound

This paper cites Mechgpt, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines, and modalities.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Mechgpt, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines, and modalities

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.551868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0b1c76b5-922c-4699-aad5-29c96e50c9bd · outbound

This paper cites Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.836424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a83152d4-7df0-4ee8-8dc4-4d6d00819407 · outbound

This paper cites Bernstein.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Bernstein

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.543152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8a0b4f21-2bcf-4ef1-8116-236fe6240c8e · outbound

This paper cites Self-collaboration code generation via chatgpt.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Self-collaboration code generation via chatgpt

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.534297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0989d607-26ec-4440-ac09-2187fac0618b · outbound

This paper cites Building Cooperative Embodied Agents Modularly with Large Language Models.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Building Cooperative Embodied Agents Modularly with Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.846252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfb3770a-a93e-4853-965b-b5ea24cd0f35 · outbound

This paper cites MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.849291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57fd233c-43a7-4a05-b340-7472c83815ce · outbound

This paper cites Rethinking the buyer’s inspection paradox in information markets with language agents.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Rethinking the buyer’s inspection paradox in information markets with language agents

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.525587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 88cec790-798a-48e0-93c8-71e8ce74e491 · outbound

This paper cites Emergent autonomous scientific research capabilities of large language models.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Emergent autonomous scientific research capabilities of large language models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.854800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 012d99e9-4bb4-4f21-b960-b8e6310e7a59 · outbound

This paper cites MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.857932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e61da02-0762-49bc-b565-686b9d881459 · outbound

This paper cites A survey on llm-based multi-agent systems: Workflow, infrastructure, and challenges.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics A survey on llm-based multi-agent systems: Workflow, infrastructure, and challenges

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.516803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0980db0d-0675-4a8a-8b37-ff20e8f0e1f7 · outbound

This paper cites Fincon: A synthesized llm multi-agent system with conceptual verbal reinforcement for enhanced financial decision making.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Fincon: A synthesized llm multi-agent system with conceptual verbal reinforcement for enhanced financial decision making

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.507649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6afc569c-6cc1-48c2-8df8-c5b5d7aa6947 · outbound

This paper cites Mdagents: An adaptive collaboration of llms for medical decision-making.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Mdagents: An adaptive collaboration of llms for medical decision-making

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.498656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 448f4fd7-9735-41f6-a6c4-fc434c84091b · outbound

This paper cites Worldcoder: A model-based llm agent building world models by writing code and interacting with the environment.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Worldcoder: A model-based llm agent building world models by writing code and interacting with the environment

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.488771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c46782ef-cef2-4edf-a62c-b512f48a5a28 · outbound

This paper cites Discoveryworld: A virtual environment for developing and evaluating automated scientific discovery agents.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Discoveryworld: A virtual environment for developing and evaluating automated scientific discovery agents

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.479552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6f18b248-90ec-4411-ace8-28d39bba0b6b · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.875469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 946869a1-28cd-447d-a510-a1b93f99726e · outbound

This paper cites Spatial and spectral characteristics of information flux between turbulent boundary layers and porous media.Journal of Fluid Mechanics, 949:A16, 2022.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Spatial and spectral characteristics of information flux between turbulent boundary layers and porous media.Journal of Fluid Mechanics, 949:A16, 2022

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.470291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d9387f88-493d-4264-a464-1a9ed5a28729 · outbound

This paper cites Deep neural networks for data-driven LES closure models.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Deep neural networks for data-driven LES closure models

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.460078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 809a696f-8392-41ba-bc6c-f1a3f4f80d28 · outbound

This paper cites Turbulence modeling in the age of data.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Turbulence modeling in the age of data

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.451208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a9cb187c-b5b7-4107-b7b2-0f7c21bb8de2 · outbound

This paper cites Enhancing computational fluid dynamics with machine learning.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Enhancing computational fluid dynamics with machine learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.886829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a0a40f6-d519-47c4-a1fd-af3efb55b3ed · outbound

This paper cites Information transfer between turbulent boundary layer and porous media.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Information transfer between turbulent boundary layer and porous media

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.435849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b4ca3f60-5583-4dd9-8bb0-54a567abf901 · outbound

This paper cites an unresolved cited work.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:59:06.426822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation acbb17c1-ab75-4dc4-bf13-6ca2ddf32fa6 · outbound

This paper cites Neuralcfd: Deep learning on high-fidelity automotive aerodynamics simulations.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Neuralcfd: Deep learning on high-fidelity automotive aerodynamics simulations

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.894982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ff10b7e-cdf3-4e19-bd61-76990612522c · outbound

This paper cites Optimized Flow Control based on Automatic Differentiation in Compressible Turbulent Channel Flows.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Optimized Flow Control based on Automatic Differentiation in Compressible Turbulent Channel Flows

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-16T05:59:06.190265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7572db82-199d-44f0-be9d-c6bbf4a220f4 · outbound

This paper cites Learning skillful medium-range global weather forecasting.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Learning skillful medium-range global weather forecasting

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.900509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47c5bbea-df99-4b89-90db-53d3ab03436b · outbound

This paper cites Simulation of an annular liquid jet with a coaxial supersonic gas jet in a medical inhaler.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Simulation of an annular liquid jet with a coaxial supersonic gas jet in a medical inhaler

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.412369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 125d761d-6b38-4d1c-9e32-ea185f60df01 · outbound

This paper cites Investigation on the performance of a torque-driven undulatory swimmer with distributed flexibility.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Investigation on the performance of a torque-driven undulatory swimmer with distributed flexibility

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.403079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3f87d276-bbd8-4dd9-acd4-04bf1ac32a73 · outbound

This paper cites Data-driven methods for flow and transport in porous media: a review.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Data-driven methods for flow and transport in porous media: a review

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.394092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 99a4e053-04e2-499d-8ca2-593b6787601d · outbound

This paper cites Balhoff, Moran Wang, and Shiyi Chen.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Balhoff, Moran Wang, and Shiyi Chen

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.385426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 19dd4615-2aea-44d8-9d41-b55970b977fc · outbound

This paper cites Fine-tuning an large language model for automating computational fluid dynamics simulations.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Fine-tuning an large language model for automating computational fluid dynamics simulations

Reference 31

Resolution: verified exact; raw_fallback, observed 2026-08-16T05:59:06.178938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9edc81ed-a5ae-4d7a-a747-0b1b23366637 · outbound

This paper cites Large language models for automatic equation discovery of nonlinear dynamics.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Large language models for automatic equation discovery of nonlinear dynamics

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.375916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation af13fede-e963-4c5c-bcb8-6d936e74f548 · outbound

This paper cites Training microrobots to swim by a large language model.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Training microrobots to swim by a large language model

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T05:59:05.919447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d7af76c-c3e6-4f15-a110-b0a414550cba · outbound

This paper cites Openfoamgpt: A retrieval-augmented large language model (llm) agent for openfoam-based computational fluid dynamics.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Openfoamgpt: A retrieval-augmented large language model (llm) agent for openfoam-based computational fluid dynamics

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.365648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3995a5fd-3459-4d59-851d-b546c4edcc76 · outbound

This paper cites A status quo investigation of large language models towards cost-effective cfd automation with openfoamgpt: Chatgpt vs.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics A status quo investigation of large language models towards cost-effective cfd automation with openfoamgpt: Chatgpt vs

Reference 35

Resolution: verified exact; raw_fallback, observed 2026-08-16T05:59:06.115378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f2477827-3852-47bb-9801-a245c5e90dc4 · outbound

This paper cites A tensorial approach to computational continuum mechanics using object-oriented techniques.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics A tensorial approach to computational continuum mechanics using object-oriented techniques

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.355040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3c951b5a-bea3-4874-99e5-07cbcd016869 · outbound

This paper cites Yiotis, John Psihogios, Michael E.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Yiotis, John Psihogios, Michael E

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.345463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a2783509-a60b-492d-9352-7fda7cf0492b · outbound

This paper cites Critical rev size of multiphase flow in porous media for upscaling by pore-scale modeling.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics Critical rev size of multiphase flow in porous media for upscaling by pore-scale modeling

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.335856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 24967c54-16a0-43ee-95a9-629c32a42306 · outbound

This paper cites A 2.5-d glass micromodel for investigation of multi-phase flow in porous media.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics A 2.5-d glass micromodel for investigation of multi-phase flow in porous media

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.326780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eb9013d5-0afb-455f-bf50-34dcdba13cf2 · outbound

This paper cites A microfluidic investigation of the synergistic effect of nanoparticles and surfactants in macro-emulsion-based enhanced oil recovery.

OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics A microfluidic investigation of the synergistic effect of nanoparticles and surfactants in macro-emulsion-based enhanced oil recovery

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:59:06.316921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation ccc82ef9-9c3f-4491-9b57-19b17362c944 · inbound

Experiments with Large Language Models on Retrieval-Augmented Generation for Closed-Source Simulation Software cites this paper.

Experiments with Large Language Models on Retrieval-Augmented Generation for Closed-Source Simulation Software OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:32:33.801197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a3f99831-6f44-4418-9297-10261621d1fa · inbound

AI4Research: A Survey of Artificial Intelligence for Scientific Research cites this paper.

AI4Research: A Survey of Artificial Intelligence for Scientific Research OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics

Reference 203

Resolution: unresolved; no resolver link, observed 2026-08-06T20:45:12.600649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b827f35-c89a-4f60-8670-410288900068 · inbound

ALL-FEM: Agentic Large Language models Fine-tuned for Finite Element Methods cites this paper.

ALL-FEM: Agentic Large Language models Fine-tuned for Finite Element Methods OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-16T15:51:05.247779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3545d4ee-806b-4b02-841f-b388ac9f438f · inbound

PDE-Agents: An LLM-Orchestrated Multi-Agent Framework for Automated Finite Element Simulations with Knowledge Graph-Augmented Reasoning cites this paper.

PDE-Agents: An LLM-Orchestrated Multi-Agent Framework for Automated Finite Element Simulations with Knowledge Graph-Augmented Reasoning OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T21:07:23.577783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9d366719-109e-40ae-bc39-c483b97e0e78 · inbound

PhysMiner: An Agentic AI Framework for Discovering Turbulence Physics cites this paper.

PhysMiner: An Agentic AI Framework for Discovering Turbulence Physics OpenFOAMGPT 2.0: end-to-end, trustworthy automation for computational fluid dynamics

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-11T22:21:17.161599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.