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Paper Citation Record · LEDGER

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability

As of 16 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2608.12801.

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

pith.paper-citation-record.v1
2608.12801 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:05:00.327150Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

  • verified exact4
  • verified fuzzy1
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e682b0ea-258b-460d-9c95-8b518be1ada6 · outbound

This paper cites Massively parallel numerical simulations with Julia.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Massively parallel numerical simulations with Julia

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T23:05:00.745487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.275402Z digest=sha256:e0846acd9a496e9373930e7d335ae87d986dacc25b2b1e434b776f7ac7f44b0b

Observation 21b3939b-bab7-41ee-9422-98126d6ed4a7 · outbound

This paper cites A Common Interface for Automatic Differentiation.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability A Common Interface for Automatic Differentiation

Reference 5

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unresolved
no resolver link, observed 2026-08-15T23:05:00.281602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.281602Z digest=sha256:4fb911e47c7af67f2ec7a528ce819cc4b54049554315b7f210280a8ca402e91f

Observation c70049ca-6bbe-450a-aebd-aa4005a3225c · outbound

This paper cites Scaling WaterLily.jl with MPI and an improved geometric multigrid solver.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Scaling WaterLily.jl with MPI and an improved geometric multigrid solver

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-08-15T23:05:00.714437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.284888Z digest=sha256:e80dfa8775dce9b8cbd45692a37528c8c2b6c2c0feb0efc2bc31d66d09f98f1a

Observation 6e048250-1480-473c-b214-aab3d73900ea · outbound

This paper cites RepoTransAgent: Multi-Agent LLM Framework for Repository-Aware Code Translation.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability RepoTransAgent: Multi-Agent LLM Framework for Repository-Aware Code Translation

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.288059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.288059Z digest=sha256:56be3201c8a4886051ecba54f37945eaa0331b2749c3979426d2a3debd45ed4b

Observation 18895c62-e124-469b-9287-3733ad69bec6 · outbound

This paper cites MARUT: An Exascale-Ready, GPU-Accelerated High-Order CFD Framework with AMR for High-Speed Flows and Finite-Rate Chemistry.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability MARUT: An Exascale-Ready, GPU-Accelerated High-Order CFD Framework with AMR for High-Speed Flows and Finite-Rate Chemistry

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-15T23:05:00.694027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.290893Z digest=sha256:867daf381b3b4c90f7d64b6874c0cfcfa39728038ac7b4e15a506b641291e943

Observation 107e4a3c-9e97-4470-87ca-cf2d10a6b8c6 · outbound

This paper cites AcceleratedKernels.jl: Cross-Architecture Parallel Algorithms from a Unified, Transpiled Codebase.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability AcceleratedKernels.jl: Cross-Architecture Parallel Algorithms from a Unified, Transpiled Codebase

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T23:05:00.670827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.297420Z digest=sha256:1b2fb68e5ef75465b1906a2d0da23cac0dbd963dd34a5549a2f1d6bada2ffe9a

Observation 2c12245a-952a-42d4-a5bf-e49deb2f5a13 · outbound

This paper cites NonlinearSolve.jl: High-Performance and Robust Solvers for Systems of Nonlinear Equations in Julia.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability NonlinearSolve.jl: High-Performance and Robust Solvers for Systems of Nonlinear Equations in Julia

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.300376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.300376Z digest=sha256:d68eeafb31fddc3f9f745aca2a6aee1f533c1e2bb6d9f2a352bda03b9c5c08ba

Observation 60339c2f-e936-4dfe-bcc2-4e3bec77504f · outbound

This paper cites Emmanuel Pilliat.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Emmanuel Pilliat

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.303169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.303169Z digest=sha256:6c2577a7ddb7c7c297a1fee8514f26f32ad367b2680983afa932785ae46f3d22

Observation 5e363634-0b24-4257-bcf7-7a852b4c23f6 · outbound

This paper cites Christopher Rackauckas and Qing Nie.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Christopher Rackauckas and Qing Nie

Reference 13

Resolution
verified exact
raw_fallback, observed 2026-08-15T23:05:00.581424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.306002Z digest=sha256:a8c85721c889cf8e452d8d83a82a0d8cffadf8a91d89d4784825f01b59c78fdb

Observation d3760041-45e3-4efd-8f0d-a220beb3853f · outbound

This paper cites Wagner, Chris Hill, Jean-Michel Campin, Valentin Churavy, Tim Besard, Andre Souza, Alan Edelman, Raffaele Ferrari, and John Marshall.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Wagner, Chris Hill, Jean-Michel Campin, Valentin Churavy, Tim Besard, Andre Souza, Alan Edelman, Raffaele Ferrari, and John Marshall

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:05:00.780728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.312533Z digest=sha256:ae9aef53c745bef76a569f1f7bce8fefa90f7826fc6f2e06ac35b9c32e3e8716

Observation ebe263df-ef4b-4885-89b3-34ec3e6a7656 · outbound

This paper cites LCS.jl: A High-Performance, Multi-Platform Computational Model in Julia for Turbulent Particle-Laden Flows.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability LCS.jl: A High-Performance, Multi-Platform Computational Model in Julia for Turbulent Particle-Laden Flows

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.321429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.321429Z digest=sha256:4b4da84988e082fd997909d6d62092d4e0dd40fc0b2be8f623a26c5a65540c32

Observation 3b83cdf1-30fe-47f4-9b34-ce40ad9d3dfc · outbound

This paper cites Gabriel D.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Gabriel D

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.324356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.324356Z digest=sha256:8174653f2c96637b38b2557fe435188187ec2350e01ba89ec113fe3ef2a2d304

Observation 2974c9ba-ed55-4804-a9fa-d51122d30de8 · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.327150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.327150Z digest=sha256:865d95abdea193b3c004b4d248c66f3a1918d8b26145a68eb368132f2df8a9bc

Observation a5388311-fe63-4c7f-892e-d9170b52fda0 · outbound

This paper cites Forward-Mode Automatic Differentiation in Julia.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Forward-Mode Automatic Differentiation in Julia

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.315349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.315349Z digest=sha256:f8248ba3f22cccabbb2f82f87e44cc857ef63fa64ed90a0cd3fbed36ff01abfc

Observation 009b0708-b475-4878-9e40-de02e2b09e48 · outbound

This paper cites Universal Differential Equations for Scientific Machine Learning.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Universal Differential Equations for Scientific Machine Learning

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.309195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.309195Z digest=sha256:5efeab7b8ec463d21cebffc6accc048d103a7635e86c70eaa7dea8b1dff5167c

Observation bbd0f9f3-a6ae-4404-8b7d-242a00bed3f5 · outbound

This paper cites Instead of Rewriting Foreign Code for Machine Learning, Automatically Synthesize Fast Gradients.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Instead of Rewriting Foreign Code for Machine Learning, Automatically Synthesize Fast Gradients

Reference 2020

Resolution
verified exact
local_arxiv, observed 2026-08-15T23:05:00.682545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.294128Z digest=sha256:058312669715485c3e706838ca2b685ba0b7171b3b5b508701362cd3e832ad92

Observation 7d0bd583-ea82-4a1c-8394-4558496edbce · outbound

This paper cites Oceananigans.jl: A Julia library that achieves breakthrough resolution, memory and energy efficiency in global ocean simulations.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Oceananigans.jl: A Julia library that achieves breakthrough resolution, memory and energy efficiency in global ocean simulations

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.318481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.318481Z digest=sha256:ebaa4d1180e30def5fd25afca932ce03708691bd81571b35208ec212312d0db8

Observation dc8827d2-37e2-4ed1-8db0-bcb61a3a99e5 · outbound

This paper cites Lax-Wendroff Flux Reconstruction for advection-diffusion equations with error-based time stepping.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Lax-Wendroff Flux Reconstruction for advection-diffusion equations with error-based time stepping

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T23:05:00.757938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.271799Z digest=sha256:7c6b11ab225c5e89489c227416a2df4d14d66a785d66b0f3c49bcbaeee6a6a09

Observation a6dbbdb8-3c13-480c-aa16-75510a9930a8 · outbound

This paper cites Toward Portable GPU Performance: Julia Recursive Implementation of TRMM and TRSM.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability Toward Portable GPU Performance: Julia Recursive Implementation of TRMM and TRSM

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-15T23:05:00.278521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:05:00.278521Z digest=sha256:107f964d9fe99b7ec61b7c41dbc9038c318def212aeee6447afb2c3593110537

Observation a3361aec-d2dd-4e0a-b656-d9e0f6645007 · outbound

This paper cites A differentiable software suite for accelerated simulation of turbulent flows.

Julia for CFD: A Critical Survey of Ecosystem, Performance, and Composability A differentiable software suite for accelerated simulation of turbulent flows

Reference 2026

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T23:05:00.770079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T23:05:00.267503Z digest=sha256:252902c300e295221d271cebb6c27ada5d3c532593fedd216ee37b032ec6724b

Pith citing papers

No inbound Pith citation observations are available.