Pith Number

pith:QISMEULQ

pith:2024:QISMEULQE7FS53H5BUYGZHWRMI

not attested not anchored not stored refs pending

Implicit factorized transformer approach to fast prediction of turbulent channel flows

Huiyu Yang, Jianchun Wang, Yunpeng Wang

arxiv:2412.18840 v2 · 2024-12-25 · physics.flu-dyn · cs.AI

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\usepackage{pith}
\pithnumber{QISMEULQE7FS53H5BUYGZHWRMI}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Physics-informed Fourier Basis Neural Network for Fluid Mechanics

Receipt and verification

First computed	2026-07-05T10:20:18.272156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8224c2517027cb2eecfd0d306c9ed1621161b984be8ace078461d427c0931d1b

Aliases

arxiv: 2412.18840 · arxiv_version: 2412.18840v2 · doi: 10.48550/arxiv.2412.18840 · pith_short_12: QISMEULQE7FS · pith_short_16: QISMEULQE7FS53H5 · pith_short_8: QISMEULQ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QISMEULQE7FS53H5BUYGZHWRMI \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8224c2517027cb2eecfd0d306c9ed1621161b984be8ace078461d427c0931d1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be137d6e4b61b308eae78d8f21deed53a7fb5e4a84d64c28f58998d7d25692a0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2024-12-25T09:05:14Z",
    "title_canon_sha256": "40121c60ca27d83cb1f39e4a9d86f51313bc99e8ddfd48b2808bee72b52ae022"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18840",
    "kind": "arxiv",
    "version": 2
  }
}