Pith Number

pith:ZRRXIRGC

pith:2022:ZRRXIRGC2SFLEWR43VTWMWBGWM

not attested not anchored not stored refs pending

Forecasting Global Weather with Graph Neural Networks

Ryan Keisler

arxiv:2202.07575 v1 · 2022-02-15 · 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{ZRRXIRGC2SFLEWR43VTWMWBGWM}

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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

20 papers in Pith

Global reanalysis from observations alone with machine learning

Swarm-Inspired Generation of Collective Behaviors in Graph Dynamical Systems

Otter Weather: Skillful and Computationally Efficient Medium-Range Weather Forecasting

COGENT: Continuous Graph Emulators with Neural Ordinary Differential Equations for Long-Term Physical Forecasting

Earth Science Foundation Models: From Perception to Reasoning and Discovery

Receipt and verification

First computed	2026-07-05T03:57:01.436014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc637444c2d48ab25a3cdd67665826b335f86b08f9deb21233e2323421772fe7

Aliases

arxiv: 2202.07575 · arxiv_version: 2202.07575v1 · doi: 10.48550/arxiv.2202.07575 · pith_short_12: ZRRXIRGC2SFL · pith_short_16: ZRRXIRGC2SFLEWR4 · pith_short_8: ZRRXIRGC

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/ZRRXIRGC2SFLEWR43VTWMWBGWM \
  | 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: cc637444c2d48ab25a3cdd67665826b335f86b08f9deb21233e2323421772fe7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a13a54c4350983cb2b64f02a1028a5c4095a464a6d72899dd5bb6c54c45f160",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2022-02-15T17:02:07Z",
    "title_canon_sha256": "464de3e5d8ec1fc2bb6843690458c592351e9faef171d99608af408df5205580"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.07575",
    "kind": "arxiv",
    "version": 1
  }
}