Pith Number

pith:DGAPV6T4

pith:2025:DGAPV6T45EUMTJ3UFCKVUXSI5C

not attested not anchored not stored refs pending

Graph Neural Networks for Enhancing Ensemble Forecasts of Extreme Rainfall

Christopher B\"ulte, Gitta Kutyniok, Jonas von Berg, Philipp Scholl, Sohir Maskey

arxiv:2504.05471 v1 · 2025-04-07 · 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{DGAPV6T45EUMTJ3UFCKVUXSI5C}

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	2026-07-05T10:45:42.989787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1980fafa7ce928c9a77428955a5e48e8a6e44e5889dec71d6b1bfda269d4c25f

Aliases

arxiv: 2504.05471 · arxiv_version: 2504.05471v1 · doi: 10.48550/arxiv.2504.05471 · pith_short_12: DGAPV6T45EUM · pith_short_16: DGAPV6T45EUMTJ3U · pith_short_8: DGAPV6T4

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/DGAPV6T45EUMTJ3UFCKVUXSI5C \
  | 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: 1980fafa7ce928c9a77428955a5e48e8a6e44e5889dec71d6b1bfda269d4c25f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cccdf998c0cbf13324eb768a62253e463a8a7ac079540e31913e670a1fd0af0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-07T20:01:55Z",
    "title_canon_sha256": "18c39553b5e4bd9847483d4ee869f54b01f93147f2b3ae5b9d023649c7afee9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.05471",
    "kind": "arxiv",
    "version": 1
  }
}