Pith Number

pith:7Z2RFZ7U

pith:2024:7Z2RFZ7U5NOGEBTH4TMHS7N3Y2

not attested not anchored not stored refs pending

Probabilistic Demand Forecasting with Graph Neural Networks

Elizaveta Zinovyeva, Jo\~ao Pereira, Nikita Kozodoi, Rodrigo Agundez, Simon Valentin

arxiv:2401.13096 v1 · 2024-01-23 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7Z2RFZ7U5NOGEBTH4TMHS7N3Y2}

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	2026-07-05T07:37:00.679264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe7512e7f4eb5c620667e4d8797dbbc6a983bd9cab9f3a67c7d4147e9c1ac2e6

Aliases

arxiv: 2401.13096 · arxiv_version: 2401.13096v1 · doi: 10.48550/arxiv.2401.13096 · pith_short_12: 7Z2RFZ7U5NOG · pith_short_16: 7Z2RFZ7U5NOGEBTH · pith_short_8: 7Z2RFZ7U

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/7Z2RFZ7U5NOGEBTH4TMHS7N3Y2 \
  | 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: fe7512e7f4eb5c620667e4d8797dbbc6a983bd9cab9f3a67c7d4147e9c1ac2e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cc09b9bdf7a3f674b8b0290fb2b142ee435cddb12e8134c06e05a00898dede5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-23T21:20:48Z",
    "title_canon_sha256": "36be9dc378dc238c4b10e3c99171e9f3e445690b5633e5a065d82a158ec58281"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13096",
    "kind": "arxiv",
    "version": 1
  }
}