Pith Number

pith:S37U3EQX

pith:2023:S37U3EQXECW2I4FMHZFDQ6DUND

not attested not anchored not stored refs pending

XGV-BERT: Leveraging Contextualized Language Model and Graph Neural Network for Efficient Software Vulnerability Detection

Chau Thuan Phat, Kiet Van Nguyen, Phan The Duy, Van-Hau Pham, Vu Le Anh Quan

arxiv:2309.14677 v1 · 2023-09-26 · cs.CR · cs.AI

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\usepackage{pith}
\pithnumber{S37U3EQXECW2I4FMHZFDQ6DUND}

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Record completeness

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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

AI-Based Software Vulnerability Detection: A Systematic Literature Review

Receipt and verification

First computed	2026-07-05T06:54:28.318684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96ff4d921720ada470ac3e4a38787468d2bfea80b3da02ba402e620667a09410

Aliases

arxiv: 2309.14677 · arxiv_version: 2309.14677v1 · doi: 10.48550/arxiv.2309.14677 · pith_short_12: S37U3EQXECW2 · pith_short_16: S37U3EQXECW2I4FM · pith_short_8: S37U3EQX

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/S37U3EQXECW2I4FMHZFDQ6DUND \
  | 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: 96ff4d921720ada470ac3e4a38787468d2bfea80b3da02ba402e620667a09410

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9250fa195b4c1ef154c86352c42fec0fbd4ec1f83ecc273dde661e72d896a11",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-09-26T05:05:34Z",
    "title_canon_sha256": "66b11ea8eed52e2eeee05f337f77a88ce20ede2a521647429ebbf26ec19d791c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14677",
    "kind": "arxiv",
    "version": 1
  }
}