Paper Citation Record · LEDGER

LLM Agent for Fire Dynamics Simulations

As of 19 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 6 inbound Pith citation observations for arXiv:2412.17146.

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

pith.paper-citation-record.v1
2412.17146 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:48:04.871819Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:12:59.533803Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy1
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation d2adbe92-ba65-4954-bbc5-066617b789c1 · outbound

This paper cites GPT-4 Technical Report.

LLM Agent for Fire Dynamics Simulations GPT-4 Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.823330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dec59e8-2408-4ce9-9e90-cba219e9ca1e · outbound

This paper cites A Survey on Large Language Models for Code Generation.

LLM Agent for Fire Dynamics Simulations A Survey on Large Language Models for Code Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.828016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be258f25-f67c-44b7-a726-fd1517329fe5 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

LLM Agent for Fire Dynamics Simulations MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.838123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f88ca0ec-ca1d-4d6f-b7a4-cdbc443d8c6d · outbound

This paper cites RepairAgent: An Autonomous, LLM-Based Agent for Program Repair.

LLM Agent for Fire Dynamics Simulations RepairAgent: An Autonomous, LLM-Based Agent for Program Repair

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.843009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13feda07-6488-4cf5-a247-36b8909245a3 · outbound

This paper cites LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parametrization in Digital Twins.

LLM Agent for Fire Dynamics Simulations LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parametrization in Digital Twins

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.848175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78f6c8dc-d6e6-4f40-9986-e2848029ccc9 · outbound

This paper cites Language Models are Few-Shot Learners.

LLM Agent for Fire Dynamics Simulations Language Models are Few-Shot Learners

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.807749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f355f4e6-7a56-4e6a-b2d8-a36d594cb9be · outbound

This paper cites MetaOpenFOAM: an LLM-based multi-agent framework for CFD.

LLM Agent for Fire Dynamics Simulations MetaOpenFOAM: an LLM-based multi-agent framework for CFD

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.852615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db4b3d3d-34a1-4c46-8cff-ccbce69cf542 · outbound

This paper cites The Faiss library.

LLM Agent for Fire Dynamics Simulations The Faiss library

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.861960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c357817-fac9-416f-b060-cbd3d32b3848 · outbound

This paper cites Corrective Retrieval Augmented Generation.

LLM Agent for Fire Dynamics Simulations Corrective Retrieval Augmented Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.867409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 377c8aad-6702-4840-9209-a9e6d7a46031 · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

LLM Agent for Fire Dynamics Simulations Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.871819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4da7ee9-d173-430f-a901-890080966038 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

LLM Agent for Fire Dynamics Simulations Code Llama: Open Foundation Models for Code

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.812849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60eed478-7f65-403f-87fc-da41f1b8af1e · outbound

This paper cites an unresolved cited work.

LLM Agent for Fire Dynamics Simulations Unresolved cited work

Reference 2021

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:48:05.104253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 662bfef3-161c-47ed-9474-5910a30014de · outbound

This paper cites Learning to reason with LLMs.

LLM Agent for Fire Dynamics Simulations Learning to reason with LLMs

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:48:05.089730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 39f3e895-3c65-4690-9de4-7f1ee7372664 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

LLM Agent for Fire Dynamics Simulations CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.817845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f1f0581-98e0-4a22-94ef-c1ede1b193b8 · outbound

This paper cites Large Language Model-Based Agents for Software Engineering: A Survey.

LLM Agent for Fire Dynamics Simulations Large Language Model-Based Agents for Software Engineering: A Survey

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T05:48:04.833137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 29154caa-da98-4db5-99da-c39c96cb0b3c · inbound

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making cites this paper.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making LLM Agent for Fire Dynamics Simulations

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.533803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15e8e9c9-dd40-4bf8-80fb-acfcb963628f · inbound

MCERF: Advancing Multimodal LLM Evaluation of Engineering Documentation with Enhanced Retrieval cites this paper.

MCERF: Advancing Multimodal LLM Evaluation of Engineering Documentation with Enhanced Retrieval LLM Agent for Fire Dynamics Simulations

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:30:48.224679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8967e028-ce35-42bb-a128-2a2e78a30175 · inbound

MCERF: Advancing Multimodal LLM Evaluation of Engineering Documentation with Enhanced Retrieval cites this paper.

MCERF: Advancing Multimodal LLM Evaluation of Engineering Documentation with Enhanced Retrieval LLM Agent for Fire Dynamics Simulations

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T06:07:39.996498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f455b3f3-6680-4b4f-975d-d542b070f7cf · inbound

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents cites this paper.

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents LLM Agent for Fire Dynamics Simulations

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-08T23:34:25.500058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 96ab7e3b-d52a-45fd-9b00-999b075b74bc · inbound

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents cites this paper.

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents LLM Agent for Fire Dynamics Simulations

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-11T02:10:53.108512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f8f3f778-394d-4d24-b096-372e364e5605 · inbound

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents cites this paper.

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents LLM Agent for Fire Dynamics Simulations

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-14T22:03:01.586118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.