Pith. sign in
Pith Number

pith:YYPRFFMR

pith:2025:YYPRFFMRBESRZO2QDJ5BKUDSRH
not attested not anchored not stored refs pending

Using Generative Models to Produce Realistic Populations of UK Windstorms

Atta Badii, Kieran M. R. Hunt, Len Shaffrey, Ludovico Nicotina, Richard Dixon, Yee Chun Tsoi

arxiv:2501.16110 v1 · 2025-01-27 · physics.ao-ph · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YYPRFFMRBESRZO2QDJ5BKUDSRH}

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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.
Receipt and verification
First computed 2026-07-05T10:05:55.457926Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c61f12959109251cbb501a7a15507289d0ddfb4629fde5258f0a731ae842dd28

Aliases

arxiv: 2501.16110 · arxiv_version: 2501.16110v1 · doi: 10.48550/arxiv.2501.16110 · pith_short_12: YYPRFFMRBESR · pith_short_16: YYPRFFMRBESRZO2Q · pith_short_8: YYPRFFMR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YYPRFFMRBESRZO2QDJ5BKUDSRH \
  | 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: c61f12959109251cbb501a7a15507289d0ddfb4629fde5258f0a731ae842dd28
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "11079f4f0c723f59f016c9720919b3cbdcf5df84cecbc7d212fdfa43e6100901",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2025-01-27T15:02:55Z",
    "title_canon_sha256": "e24752127bdb0fb5f11fe0a6559c6ce4d6a76152f2b63a47342338361e2ea488"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16110",
    "kind": "arxiv",
    "version": 1
  }
}