Table · dataset · 2026
HiLiftAeroML: score reproduction and paper checkpoints
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33993865.v1
<p dir="ltr">Companion reproducibility artifacts for HiLiftAeroML: A High-Fidelity Computational Fluid Dynamics Dataset for High-Lift Aircraft Aerodynamics.
Description
Version 1.0.0.</p><p dir="ltr"><br></p><p dir="ltr">The CPU package replays retained score reductions for 23 model-split records and 8,142 case evaluations using only the Python standard library. The checkpoint package contains all 46 matching GeoTransolver/Transolver model exports, 23 surface normalizers, configurations, constructor metadata and the HiLift training recipe.
Both packages include manifests and SHA-256 checksums.</p><p dir="ltr"><br></p><p dir="ltr">The paper uses a preliminary version of the FluidsBench evaluation metrics, with the scoring code frozen to revision e19809a194ee1cbc4b16d4212574f8f4d921cc40 for this study. These metrics may differ from the final FluidsBench release. The included FluidsBench source is limited to the scoring module used by the replay and its license.</p><p dir="ltr"><br></p><p dir="ltr">Verified scope: reduction of retained per-case field statistics, coefficient pairs and profile R2 into the checked aggregate metrics.
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Fresh native inference, force integration, profile scoring from evaluator truth, and training are not rerun by this release. PhysicsNeMo framework versions, runtime records and training settings are documented.</p><p dir="ltr"><br></p><p dir="ltr">The checkpoint weights are licensed under CC BY 4.0. Existing source-code licenses, including Apache-2.0, remain in force for their corresponding files; see LICENSING.md and the retained source notices.
The underlying CFD dataset is available separately at huggingface.co/datasets/nvidia/HiLiftAeroML.</p><p dir="ltr"><br></p><p dir="ltr">Use hilift-score-reproduction-arxiv.zip for CPU score replay and hilift-checkpoints-arxiv.zip for the corresponding model exports. Verify the downloads with ARCHIVE_SHA256SUMS.txt.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33993865.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Physics · Physics · Psychology & Behavioral Science · Social Science · Social Science
- Inferred from text
- Aerodynamics 81%
Provenance · 2 source records, 31 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33993865 | 10 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33993865 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:401201 | enrichment · figshare com | taxonomy-embedding@1.0.0 | title+keywords+description (81%) |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:physics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:physics | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |