Pith Number

pith:SNDH2SYZ

pith:2019:SNDH2SYZLJ3WO3EFGAKGT7XFEB

not attested not anchored not stored refs pending

GMAN: A Graph Multi-Attention Network for Traffic Prediction

Cheng Wang, Chuanpan Zheng, Jianzhong Qi, Xiaoliang Fan

arxiv:1911.08415 v2 · 2019-11-11 · eess.SP · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNDH2SYZLJ3WO3EFGAKGT7XFEB}

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

FedGAT: A Privacy-Preserving Federated Approximation Algorithm for Graph Attention Networks

Receipt and verification

First computed	2026-07-05T00:22:06.460833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93467d4b195a77676c85301469fee52078982a34e150878babd911df038f66ea

Aliases

arxiv: 1911.08415 · arxiv_version: 1911.08415v2 · doi: 10.48550/arxiv.1911.08415 · pith_short_12: SNDH2SYZLJ3W · pith_short_16: SNDH2SYZLJ3WO3EF · pith_short_8: SNDH2SYZ

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/SNDH2SYZLJ3WO3EFGAKGT7XFEB \
  | 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: 93467d4b195a77676c85301469fee52078982a34e150878babd911df038f66ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93709329aed72442883af761e7af90ec82231d2046df5f890043afc73c70edef",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2019-11-11T07:48:43Z",
    "title_canon_sha256": "7e355917913677a17aa1ad32eaed27053079cb02a2861a365fe0d3ec039de2e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.08415",
    "kind": "arxiv",
    "version": 2
  }
}