Pith Number

pith:WTBB4II7

pith:2023:WTBB4II7MD3HLABFHRG7DT7DGV

not attested not anchored not stored refs pending

GEANN: Scalable Graph Augmentations for Multi-Horizon Time Series Forecasting

Malcolm Wolff, Michael W. Mahoney, Ronak Metha, Shankar Ramasubramanian, Sitan Yang, Vincent Quenneville-Belair

arxiv:2307.03595 v1 · 2023-07-07 · 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{WTBB4II7MD3HLABFHRG7DT7DGV}

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.

Cited by

1 paper in Pith

TAT: Temporal-Aligned Transformer for Multi-Horizon Peak Demand Forecasting

Receipt and verification

First computed	2026-07-05T06:28:44.868097Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4c21e211f60f67580253c4df1cfe3356db445a37e9bbf5c029b76d0bad1cce0

Aliases

arxiv: 2307.03595 · arxiv_version: 2307.03595v1 · doi: 10.48550/arxiv.2307.03595 · pith_short_12: WTBB4II7MD3H · pith_short_16: WTBB4II7MD3HLABF · pith_short_8: WTBB4II7

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/WTBB4II7MD3HLABFHRG7DT7DGV \
  | 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: b4c21e211f60f67580253c4df1cfe3356db445a37e9bbf5c029b76d0bad1cce0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce48a45b34d8845bdaac87496b1ab964e29691c72872115e8dfd4a4cffb6407b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-07T13:38:16Z",
    "title_canon_sha256": "b5be968077b47610067c774b7bcca47286adfafa4653bd36bcc434b3d9b22413"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.03595",
    "kind": "arxiv",
    "version": 1
  }
}