Pith Number

pith:SROAXAGA

pith:2024:SROAXAGAA5LL3B36EN5ZGJC67H

not attested not anchored not stored refs pending

Graph Neural Networks and Spatial Information Learning for Post-Processing Ensemble Weather Forecasts

Jan St\"uhmer, Moritz Feik, Sebastian Lerch

arxiv:2407.11050 v1 · 2024-07-08 · cs.LG · physics.ao-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SROAXAGAA5LL3B36EN5ZGJC67H}

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.

Receipt and verification

First computed	2026-07-05T08:44:17.760673Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

945c0b80c00756bd877e237b93245ef9d6a5f510caa19a8d572a7f29aaf90a0c

Aliases

arxiv: 2407.11050 · arxiv_version: 2407.11050v1 · doi: 10.48550/arxiv.2407.11050 · pith_short_12: SROAXAGAA5LL · pith_short_16: SROAXAGAA5LL3B36 · pith_short_8: SROAXAGA

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/SROAXAGAA5LL3B36EN5ZGJC67H \
  | 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: 945c0b80c00756bd877e237b93245ef9d6a5f510caa19a8d572a7f29aaf90a0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73c8e16583a888d682e04968d54654489539bd82f6eb579f514083d4b663b50f",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-08T18:39:44Z",
    "title_canon_sha256": "499b9cde871f245ed7be892494d7a54a2637602f9b7026fca050523dd670db7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11050",
    "kind": "arxiv",
    "version": 1
  }
}