Pith. sign in
Pith Number

pith:5VPWHAG5

pith:2021:5VPWHAG5SSZJINQFJWOSHTHHT2
not attested not anchored not stored refs pending

Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection

Lin Qiu, Peng Qian, Xiaoyang Wang, Xun Wang, Yuan Zhuang, Zhenguang Liu

arxiv:2107.11598 v1 · 2021-07-24 · cs.CR · cs.LG · cs.PL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5VPWHAG5SSZJINQFJWOSHTHHT2}

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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.
Receipt and verification
First computed 2026-07-05T03:00:20.892306Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ed5f6380dd94b29436054d9d23cce79ebe8e3b2256072d3ba1105857f828b11e

Aliases

arxiv: 2107.11598 · arxiv_version: 2107.11598v1 · doi: 10.48550/arxiv.2107.11598 · pith_short_12: 5VPWHAG5SSZJ · pith_short_16: 5VPWHAG5SSZJINQF · pith_short_8: 5VPWHAG5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5VPWHAG5SSZJINQFJWOSHTHHT2 \
  | 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: ed5f6380dd94b29436054d9d23cce79ebe8e3b2256072d3ba1105857f828b11e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bfd3d641f063f9dec9d9075b23b1206f417db051f9bb697b14683727651424de",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-07-24T13:16:30Z",
    "title_canon_sha256": "5a54c5ebd4a4dab3c4f6104d6f2b91307a8c472032bd34eb6c6182b5cddaeec5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.11598",
    "kind": "arxiv",
    "version": 1
  }
}