Pith Number

pith:N5P3746K

pith:2024:N5P3746KQPIF5BBYEFCNRMYMCD

not attested not anchored not stored refs pending

Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction

Denghui Zhang, Dingqi Yang, Hao Dong, Pengfei Wang, Pengyang Wang, Yanjie Fu, Yicheng Zhou

arxiv:2406.16992 v1 · 2024-06-24 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{N5P3746KQPIF5BBYEFCNRMYMCD}

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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

Soft Graph Clustering for single-cell RNA Sequencing Data

Receipt and verification

First computed	2026-07-05T08:36:08.683305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f5fbff3ca83d05e84382144d8b30c10eba3b87c4e0a7166e4322fecea55e445

Aliases

arxiv: 2406.16992 · arxiv_version: 2406.16992v1 · doi: 10.48550/arxiv.2406.16992 · pith_short_12: N5P3746KQPIF · pith_short_16: N5P3746KQPIF5BBY · pith_short_8: N5P3746K

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/N5P3746KQPIF5BBYEFCNRMYMCD \
  | 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: 6f5fbff3ca83d05e84382144d8b30c10eba3b87c4e0a7166e4322fecea55e445

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "597861fbbab864cb450986055833d388def897d900439373e9a8f2a4beae1743",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-24T07:32:58Z",
    "title_canon_sha256": "0f216d3ddd796014759ac1b1ed1172461f08e21a260635c5134011d5c96580ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16992",
    "kind": "arxiv",
    "version": 1
  }
}