Pith Number

pith:4PQNC5FG

pith:2024:4PQNC5FGVRGUT2IBNLIZ6NEO2S

not attested not anchored not stored refs pending

Enhancing Graph Neural Networks in Large-scale Traffic Incident Analysis with Concurrency Hypothesis

Abolfazl Razi, Huayu Li, Sayed Pedram Haeri Boroujeni, Xin Shu, Xiwen Chen

arxiv:2411.02542 v1 · 2024-11-04 · 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{4PQNC5FGVRGUT2IBNLIZ6NEO2S}

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	2026-07-05T09:31:13.612862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3e0d174a6ac4d49e9016ad19f348ed4a0601b1e045fb1d9ddd919c0c2f3b578

Aliases

arxiv: 2411.02542 · arxiv_version: 2411.02542v1 · doi: 10.48550/arxiv.2411.02542 · pith_short_12: 4PQNC5FGVRGU · pith_short_16: 4PQNC5FGVRGUT2IB · pith_short_8: 4PQNC5FG

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/4PQNC5FGVRGUT2IBNLIZ6NEO2S \
  | 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: e3e0d174a6ac4d49e9016ad19f348ed4a0601b1e045fb1d9ddd919c0c2f3b578

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b63928cfec424f44f3b017859984bf6b86f5074425bffd6c63f4352e006b1457",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-04T19:22:33Z",
    "title_canon_sha256": "ddb2eae21ad3eb94d62f3b1e39858a577fef886368dc72467a548ce46aaa1ba8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02542",
    "kind": "arxiv",
    "version": 1
  }
}