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Pith
Pith Number

pith:XWKGO44T

pith:2021:XWKGO44TB5LABPL2JD7A2OKPL2
not attested not anchored not stored refs pending

Bridging observation, theory and numerical simulation of the ocean using Machine Learning

Daniel C. Jones, Julien Brajard, Maike Sonnewald, Peter D. Dueben, Redouane Lguensat, Venkatramani Balaji

arxiv:2104.12506 v2 · 2021-04-26 · physics.ao-ph · stat.ML

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\usepackage{pith}
\pithnumber{XWKGO44TB5LABPL2JD7A2OKPL2}

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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 2026-07-05T04:14:23.982402Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bd946773930f5600bd7a48fe0d394f5e9cbd557e0e90d144e7ff58a3ec608899

Aliases

arxiv: 2104.12506 · arxiv_version: 2104.12506v2 · doi: 10.48550/arxiv.2104.12506 · pith_short_12: XWKGO44TB5LA · pith_short_16: XWKGO44TB5LABPL2 · pith_short_8: XWKGO44T
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XWKGO44TB5LABPL2JD7A2OKPL2 \
  | 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: bd946773930f5600bd7a48fe0d394f5e9cbd557e0e90d144e7ff58a3ec608899
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8da4b42b3fb34b6df4976d70c4539fc15d2f3d5bb5b675a068bfedc4065163a4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2021-04-26T12:11:51Z",
    "title_canon_sha256": "d697403e2ed3bc2bfb2443d650a71a8a1255dcb5a63bdc6ad2ca0b973f102c25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.12506",
    "kind": "arxiv",
    "version": 2
  }
}