Pith Number

pith:SCKAETAY

pith:2025:SCKAETAY2FR4GENQVSUTMQ2TB6

not attested not anchored not stored refs pending

Spatiotemporal Graph Neural Networks in short term load forecasting: Does adding Graph Structure in Consumption Data Improve Predictions?

Joaquin Delgado Fernandez, Quoc Viet Nguyen, Sergio Potenciano Menci

arxiv:2502.12175 v1 · 2025-02-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SCKAETAY2FR4GENQVSUTMQ2TB6}

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	2026-07-05T10:15:51.080375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9094024c18d163c311b0aca93643530fa3dc5318ab0ed9244445c93a4bc0e662

Aliases

arxiv: 2502.12175 · arxiv_version: 2502.12175v1 · doi: 10.48550/arxiv.2502.12175 · pith_short_12: SCKAETAY2FR4 · pith_short_16: SCKAETAY2FR4GENQ · pith_short_8: SCKAETAY

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/SCKAETAY2FR4GENQVSUTMQ2TB6 \
  | 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: 9094024c18d163c311b0aca93643530fa3dc5318ab0ed9244445c93a4bc0e662

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df0144650caf84edaa8193b3237ecd84ecb0802217145fd73bda089cc9e0ecd3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-14T00:16:47Z",
    "title_canon_sha256": "9ee51e519ccb51c24ed044861ed45058515e1dcb3ad8fae6be56c1d2e2728388"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12175",
    "kind": "arxiv",
    "version": 1
  }
}