How reproducible is "JuliaQCD: Portable lattice QCD package in Julia language"?

Estimated time to first reproduction: a few days. Risk flags: Adjacent implementations are not paper-verified. No maintained paper-verified implementation was found; start with the closest related repositories below.

JuliaQCD: Portable lattice QCD package in Julia language

Yuki Nagai, Akio Tomiya

Published: Sep 4, 2024

No direct implementation yet

Evidence: Adjacent

Domain fit: AI-adjacent

Verified repos: 0

Paper appears method- or tooling-adjacent to AI workflows with partial ecosystem coverage.

Time to first repro: a few days

1 risk flag

DOI Publisher

We develop a new lattice gauge theory code set JuliaQCD using the Julia language. Julia is well-suited for integrating machine learning techniques and enables rapid prototyping and execution of algorithms for four dimensional QCD and other non-Abelian gauge theories. The code leverages LLVM for high-performance execution and supports MPI for parallel computations. Julia's multiple dispatch provides a flexible and int ...

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uitive framework for development. The code implements existing algorithms such as Hybrid Monte Carlo (HMC), many color and flavor, supports lattice fermions, smearing techniques, and full QCD simulations. It is designed to run efficiently across various platforms, from laptops to supercomputers, allowing for seamless scalability. The code set is currently available on GitHub https://github.com/JuliaQCD.

Technical details

Canonical key: doi-10.48550_arxiv.2409.03030

Cache status: Stale (SWR served)

Generated at: Jun 15, 2026, 1:41 PM

Artifact coverage: sparse

HF provider: ok (mixed)

PWC source used: No

LLM status: not_generated

LLM model: n/a

LLM generated: Unknown

LLM content type: n/a

HF policy: hf-relevance-v27

context only

Benchmarks: missing

Time to repro: a few days

1 risk flag

Results & Benchmarks

Freshness tier: cold

Direct + Inferred Evidence

No concrete benchmark grounding is available yet. Treat the page as context or an implementation starting point only.

We develop a new lattice gauge theory code set JuliaQCD using the Julia language.

Implementation Evidence Summary

Confidence: low

akio-tomiya/LatticeQCD.jl is the closest maintained adjacent implementation (Strong overlap with paper title keywords). It is not paper-verified; validate algorithm and evaluation setup against the paper before trusting reported metrics. Community adoption signal: 173 GitHub stars.

Reproduction Risks

Adjacent implementations are not paper-verified
Recommended repository is adjacent and not paper-verified.
Adjacent implementation match confidence is low.

Hardware Notes

Expect multi-day setup/compute for meaningful reproduction based on current guidance.

Evidence disclosure

Evidence graph: 3 refs, 3 links.

Utility signals: depth 70/100, grounding 75/100, status medium.

Implementation Status

No verified maintained repo

There is no verified maintained implementation yet. Use this baseline plan to decide whether to prototype now or defer.

No maintained paper-verified implementation was found; start with the closest related repositories below.
Compare repo methods against the paper equations/algorithm before trusting metrics.
Create a minimal baseline implementation from the paper and use adjacent repos as references.

Time to first repro: a few days

Reproduction readiness

No Repo

Time to first repro: days

Last checked: Jun 15, 2026

Hardware requirements

Expect multi-day setup/compute for meaningful reproduction based on current guidance.

No verified implementation available

· No maintained repository has been identified for this paper. Check adjacent implementations or HF artifacts below.

No benchmark numbers could be verified. You will not be able to validate reproduction correctness against published numbers.

Closest related implementations

These are not paper-verified. Use them as reference points when no direct implementation is available.

akio-tomiya/LatticeQCD.jl

Adjacent

Confidence: Low

Stars: 173

Strong overlap with paper title keywords

Hugging Face artifacts

No trustworthy direct or curated related Hugging Face artifacts were found yet.

Continue with targeted Hugging Face searches derived from the paper title and method context:

Models

JuliaQCD Lattice QCD Lattice QCD model

Datasets

JuliaQCD dataset Lattice QCD dataset

Spaces

JuliaQCD demo Lattice QCD demo

Tip: start with models, then check datasets/spaces if you need evaluation data or demos.

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Research context

Citations

References

Tasks

Lattice QCD, Lattice (music), Quantum chromodynamics, Computer science, Programming language, Physical Sciences

Methods

None detected

Domains

Particle physics, Physics, Physics and Astronomy, Nuclear and High Energy Physics

Evaluation & Human Feedback Data

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Lattice QCD Lattice (music) Quantum chromodynamics Computer science Programming language Physical Sciences