Pith Number

pith:N5ETHGNB

pith:2025:N5ETHGNBMQXZBWFGHNR75WGMUI

not attested not anchored not stored refs pending

Turbulence Closure in RANS and Flow Inference around a Cylinder using PINNs and Sparse Experimental Data

A. Morales, D. Barrett, G. E. Karniadakis, K. Ahmed, K. Shukla, M. S. Triantafyllou, N. Walters, S. Salauddin, T. K\"aufer, Z. Wang, Z. Zhang

arxiv:2510.06049 v1 · 2025-10-07 · physics.flu-dyn

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N5ETHGNBMQXZBWFGHNR75WGMUI}

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Record completeness

1 Bitcoin timestamp

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

Uncertainty Quantification in PINNs for Turbulent Flows: Bayesian Inference and Repulsive Ensembles

Receipt and verification

First computed	2026-06-05T01:14:29.991921Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f493399a1642f90d8a63b63fed8cca22eca5d0ac39ee77208b41ed2e380578f

Aliases

arxiv: 2510.06049 · arxiv_version: 2510.06049v1 · doi: 10.48550/arxiv.2510.06049 · pith_short_12: N5ETHGNBMQXZ · pith_short_16: N5ETHGNBMQXZBWFG · pith_short_8: N5ETHGNB

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/N5ETHGNBMQXZBWFGHNR75WGMUI \
  | 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: 6f493399a1642f90d8a63b63fed8cca22eca5d0ac39ee77208b41ed2e380578f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0957f56902bcd0da734dacbae42ed896d6fedc69af2ac439f5d75822756ce495",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2025-10-07T15:43:09Z",
    "title_canon_sha256": "e318a420aa5abc2dddef38046ef112f3d2ecf629c083b7e038be7c1295b4725d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.06049",
    "kind": "arxiv",
    "version": 1
  }
}