Pith Number

pith:3LG6JGCC

pith:2024:3LG6JGCCXPMBQZIWOAOULH7JOK

not attested not anchored not stored refs pending

GraphDOP: Towards skilful data-driven medium-range weather forecasts learnt and initialised directly from observations

Anthony McNally, Chris Burrows, Ethel Villeneuve, Eulalie Boucher, Ewan Pinnington, Florian Pinault, Marcin Chrust, Matthew Chantry, Mihai Alexe, Niels Bormann, Patrick Laloyaux, Peter Lean, Sean Healy, Simon Lang

arxiv:2412.15687 v1 · 2024-12-20 · physics.ao-ph · 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{3LG6JGCCXPMBQZIWOAOULH7JOK}

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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

12 papers in Pith

Global reanalysis from observations alone with machine learning

Machine learning is revolutionizing weather forecasting -- the next step is a change in how we work

AIFS-DOP: End-to-End Medium-Range Weather Prediction from Observations Alone with Machine Learning

Earth Science Foundation Models: From Perception to Reasoning and Discovery

Towards a Foundation Model for the Martian Atmosphere

Receipt and verification

First computed	2026-07-05T09:52:28.364396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dacde49842bbd8186516701d459fe9729df620d90be85bfa4468e587a1cfe397

Aliases

arxiv: 2412.15687 · arxiv_version: 2412.15687v1 · doi: 10.48550/arxiv.2412.15687 · pith_short_12: 3LG6JGCCXPMB · pith_short_16: 3LG6JGCCXPMBQZIW · pith_short_8: 3LG6JGCC

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/3LG6JGCCXPMBQZIWOAOULH7JOK \
  | 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: dacde49842bbd8186516701d459fe9729df620d90be85bfa4468e587a1cfe397

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c48e78fa607db2e4c677366b6c078d1f71f7028c871af1dde0f55ba08ed55b3a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2024-12-20T09:06:14Z",
    "title_canon_sha256": "0a59f0c3c8a7132048a47a5ece3c70928ffc4d7259f9b98e97ef722b53b1c3e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15687",
    "kind": "arxiv",
    "version": 1
  }
}