Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2407.21320.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T10:40:05.735279Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation 5a19f930-8a69-4d7e-bbbc-72bc713c4692 · inbound
CFDLLMBench: A Benchmark Suite for Evaluating Large Language Models in Computational Fluid Dynamics MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0c7da91f-032d-4695-a311-70b094605058 · inbound
ALL-FEM: Agentic Large Language models Fine-tuned for Finite Element Methods MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b33e87b5-ad66-48c5-9558-9fc0655597a0 · inbound
COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9da81469-106b-4052-8ae4-b17c94e770e7 · inbound
TurboAgent: An LLM-Driven Autonomous Multi-Agent Framework for Turbomachinery Aerodynamic Design MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8761ff97-3174-4889-8fde-5a4491a86895 · inbound
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 62c50f99-db3e-4288-8c16-49c282de99bc · inbound
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 311cf059-6cdf-40e7-bcd9-019488dc5607 · inbound
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7d3d6be8-773f-40e1-8eb1-fd8b0d0b65bb · inbound
Agentic AI for Particle-Based Simulation: Automating SPH Workflows for Debris Flow Modeling MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2b494808-2b3f-4086-a990-1d33f2adfa77 · inbound
Your Simulation Runs but Solves the Wrong Physics: PDE-Grounded Intent Verification for LLM-Generated Multiphysics Simulation Code MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d834e137-d75b-40d4-86f0-754606e294b2 · inbound
SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 480cff6f-c98d-4621-b9a1-79a8cffb913b · inbound
Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f8272739-932f-4400-b816-aed0cdbbe08f · inbound
A Multi-AI-agent Framework Enabling End-to-end Finite Element Analysis for Solid Mechanics Problems MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2f097fe3-5fac-4947-ab5c-6718f2e03d59 · inbound
PDE-Agents: An LLM-Orchestrated Multi-Agent Framework for Automated Finite Element Simulations with Knowledge Graph-Augmented Reasoning MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d97e336f-f659-4beb-a128-cbc09947b0fa · inbound
Auto-Configuring Scientific Simulators with Lightweight Coding-Agent Adapters MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8c3de851-5bbd-4320-98fe-6f797ff5fa93 · inbound
Auto-Configuring Scientific Simulators with Lightweight Coding-Agent Adapters MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 468e476d-4fcd-4033-98d6-8d34ce9e85eb · inbound
A Constrained Natural-Language Interface for Variational Multi-Physics Finite Element Simulations in FEniCS MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 131d53f2-4038-48b2-8237-b6c507390503 · inbound
False Summit and Silent Drift: A Failure Taxonomy and Efficiency Analysis of LLM-Assisted Multiphysics Simulation in an Open-Source Framework MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1c891d62-4b95-4ffc-af7c-67d7f7aa767f · inbound
False Summit and Silent Drift: A Failure Taxonomy and Efficiency Analysis of LLM-Assisted Multiphysics Simulation in an Open-Source Framework MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26279d89-94a5-495a-8f10-c49953b0e576 · inbound
PHITSBench: an execution-scored benchmark for AI-assisted PHITS radiation-transport input generation using natural language MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a55b5cc-3704-4caf-94bd-18814d579698 · inbound
Reinforcement Learning with Verifiable Physics: Post-training LLMs with Continuous Rewards MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac54da3b-77ec-4745-a829-7a4c6201f582 · inbound
IteraSim RAG: A Multi-Stage Retrieval-Augmented Agentic Back-End for OpenFOAM-Based Computational Fluid Dynamics MetaOpenFOAM: an LLM-based multi-agent framework for CFD
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.