Pith Number

pith:VBDQGGJ2

pith:2023:VBDQGGJ26QCJH5NBG3PJKA5KB3

not attested not anchored not stored refs pending

Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data

Guodong Long, Jing Jiang, Shengchao Chen, Tao Shen

arxiv:2301.09152 v2 · 2023-01-22 · 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{VBDQGGJ26QCJH5NBG3PJKA5KB3}

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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

3 papers in Pith

Earth Science Foundation Models: From Perception to Reasoning and Discovery

Federated Weather Modeling on Sensor Data

Receipt and verification

First computed	2026-07-05T06:14:39.797160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a84703193af40493f5a136de9503aa0ee38e8436d93f034d5aff736648b367ea

Aliases

arxiv: 2301.09152 · arxiv_version: 2301.09152v2 · doi: 10.48550/arxiv.2301.09152 · pith_short_12: VBDQGGJ26QCJ · pith_short_16: VBDQGGJ26QCJH5NB · pith_short_8: VBDQGGJ2

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/VBDQGGJ26QCJH5NBG3PJKA5KB3 \
  | 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: a84703193af40493f5a136de9503aa0ee38e8436d93f034d5aff736648b367ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f7a934e1754189999f023126afbac9d0919ac6cb3657398330a6b4cd65cd811",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-22T16:47:05Z",
    "title_canon_sha256": "5bf45aa6dc5905b8ecc46cde4e323dda2cee207f2aa72b69d04affd0fbb9f026"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09152",
    "kind": "arxiv",
    "version": 2
  }
}