Pith Number

pith:5L6EYQGJ

pith:2023:5L6EYQGJHUU5OW7VGLLXJDZPPY

not attested not anchored not stored refs pending

Do We Really Need Graph Neural Networks for Traffic Forecasting?

Bryan Hooi, Chao Huang, Hengchang Hu, Roger Zimmermann, Xu Liu, Yushi Cao, Yuxuan Liang

arxiv:2301.12603 v1 · 2023-01-30 · cs.LG · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5L6EYQGJHUU5OW7VGLLXJDZPPY}

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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

Efficient Traffic Prediction at Scale: A Systematic Study of STGCN Architectural Depth

Receipt and verification

First computed	2026-07-05T05:36:55.656954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eafc4c40c93d29d75bf532d7748f2f7e353fcc7173822ee68bd81f7d309a55ec

Aliases

arxiv: 2301.12603 · arxiv_version: 2301.12603v1 · doi: 10.48550/arxiv.2301.12603 · pith_short_12: 5L6EYQGJHUU5 · pith_short_16: 5L6EYQGJHUU5OW7V · pith_short_8: 5L6EYQGJ

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/5L6EYQGJHUU5OW7VGLLXJDZPPY \
  | 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: eafc4c40c93d29d75bf532d7748f2f7e353fcc7173822ee68bd81f7d309a55ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7cbcaf813ff105d7d15cd565f6760f6a88cfc7f7a9d5b0758cd7dae179af765",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-30T01:30:04Z",
    "title_canon_sha256": "a00c2d9df92f28bdf8932cd272aec4048452e1909a9f6c899d4b78614400ef94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.12603",
    "kind": "arxiv",
    "version": 1
  }
}