Pith Number

pith:33HMHM2P

pith:2024:33HMHM2PTN6QYXOIMTKFKQGXSN

not attested not anchored not stored refs pending

Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts

Aaron Van Poecke, Geert Smet, Hossein Tabari, Jonathan Demaeyer, Joris Van den Bergh, Peter Hellinckx, Piet Termonia, Ruoke Meng, Tobias Sebastian Finn

arxiv:2412.13957 v2 · 2024-12-18 · 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{33HMHM2PTN6QYXOIMTKFKQGXSN}

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	2026-07-05T11:36:26.426309Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

decec3b34f9b7d0c5dc864d45540d793693a097e0e5d513302677251a2fb2aa0

Aliases

arxiv: 2412.13957 · arxiv_version: 2412.13957v2 · doi: 10.48550/arxiv.2412.13957 · pith_short_12: 33HMHM2PTN6Q · pith_short_16: 33HMHM2PTN6QYXOI · pith_short_8: 33HMHM2P

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/33HMHM2PTN6QYXOIMTKFKQGXSN \
  | 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: decec3b34f9b7d0c5dc864d45540d793693a097e0e5d513302677251a2fb2aa0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a8cea49b91a0019a54c786a3cefdc94ceef9fba3ee8b8fa6c3baa3e0fd9a424",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T15:37:09Z",
    "title_canon_sha256": "b34fc9c76d88e2de19a002b8b82202eb454373eeb04d583871299d47c2568284"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13957",
    "kind": "arxiv",
    "version": 2
  }
}