Pith Number

pith:XP2XPJMC

pith:2024:XP2XPJMCSLC44WVE2QQVEA6C6Z

not attested not anchored not stored refs pending

Data-driven Global Ocean Modeling for Seasonal to Decadal Prediction

Antonietta Capotondi, Fenghua Ling, Jing-Jia Luo, Lei Bai, Niklas Boers, Pumeng Lyu, Sophie Cravatte, Takeshi Izumo, Toshio Yamagata, Wanli Ouyang, Zijie Guo

arxiv:2405.15412 v2 · 2024-05-24 · physics.ao-ph · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XP2XPJMCSLC44WVE2QQVEA6C6Z}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Deep learning model emulators for marine biogeochemistry forecasting from days to decades

Receipt and verification

First computed	2026-07-05T09:27:22.251679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbf577a58292c5ce5aa4d4215203c2f6783cd9f2677db35bb92c0cf5e6d13ae8

Aliases

arxiv: 2405.15412 · arxiv_version: 2405.15412v2 · doi: 10.48550/arxiv.2405.15412 · pith_short_12: XP2XPJMCSLC4 · pith_short_16: XP2XPJMCSLC44WVE · pith_short_8: XP2XPJMC

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/XP2XPJMCSLC44WVE2QQVEA6C6Z \
  | 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: bbf577a58292c5ce5aa4d4215203c2f6783cd9f2677db35bb92c0cf5e6d13ae8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cb1faea3115417df61d675a4ba44767242371c9a7a3c2cdb226450172f20dce",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2024-05-24T10:23:17Z",
    "title_canon_sha256": "7fb64b805c3c11ad69ceee2fe67b2ef6284a3f64b15629556102601591bfa760"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15412",
    "kind": "arxiv",
    "version": 2
  }
}