Pith. sign in
Pith Number

pith:2FO4OJJP

pith:2026:2FO4OJJPRT42F565T464DB3K6O
not attested not anchored not stored refs pending

Regularized Machine Learning for System Identification of Ship Free-Running Manoeuvres from CFD-Based Synthetic Data: A Comparative Study

J.C. Berndt, M. Abdel-Maksoud, R.F. Su\'arez

arxiv:2606.17121 v1 · 2026-06-15 · stat.AP · cs.LG · physics.flu-dyn

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2FO4OJJPRT42F565T464DB3K6O}

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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.
Receipt and verification
First computed 2026-06-19T16:10:03.657029Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d15dc7252f8cf9a2f7dd9f3dc1876af383cc698883537b7502dd9781ea5d9267

Aliases

arxiv: 2606.17121 · arxiv_version: 2606.17121v1 · doi: 10.48550/arxiv.2606.17121 · pith_short_12: 2FO4OJJPRT42 · pith_short_16: 2FO4OJJPRT42F565 · pith_short_8: 2FO4OJJP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2FO4OJJPRT42F565T464DB3K6O \
  | 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: d15dc7252f8cf9a2f7dd9f3dc1876af383cc698883537b7502dd9781ea5d9267
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "91292f612fa8977ab66d3841d0ece3d1f2753f91e779cf390e142729ebb26561",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.flu-dyn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2026-06-15T12:42:29Z",
    "title_canon_sha256": "e3ec38a4d6efe130c2bfb196eed101fe48d5b12d56a7433161583eaf2000e389"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.17121",
    "kind": "arxiv",
    "version": 1
  }
}