Pith Number

pith:5LBZH3EQ

pith:2024:5LBZH3EQFCKC6PENCZV5JQ27EH

not attested not anchored not stored refs pending

Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

Bihuan Chen, Geng Zheng, Jiayi Feng, Kaixin Wang, Mingwei Liu, Tao Ma, Wentai Deng, Xin Peng, Xueying Du, Yiling Lou, Yi Zou, Yujia Wang

arxiv:2406.11147 v3 · 2024-06-17 · cs.SE · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5LBZH3EQFCKC6PENCZV5JQ27EH}

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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

9 papers in Pith

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Comprehensive AI governance requires addressing non-model gains

FuzzingBrain V2: A Multi-Agent LLM System for Automated Vulnerability Discovery and Reproduction

Three Heads Are Better Than One: A Multi-perspective Reasoning Framework for Enhanced Vulnerability Detection

Receipt and verification

First computed	2026-07-05T11:22:30.962479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eac393ec9028942f3c8d166bd4c35f21fd353190d6d529c470ae66aff28e3eea

Aliases

arxiv: 2406.11147 · arxiv_version: 2406.11147v3 · doi: 10.48550/arxiv.2406.11147 · pith_short_12: 5LBZH3EQFCKC · pith_short_16: 5LBZH3EQFCKC6PEN · pith_short_8: 5LBZH3EQ

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/5LBZH3EQFCKC6PENCZV5JQ27EH \
  | 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: eac393ec9028942f3c8d166bd4c35f21fd353190d6d529c470ae66aff28e3eea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1826b783065c467a03154cf32a9c2d964bf1e58af8164a8bd110fe0b5532c0da",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-17T02:25:45Z",
    "title_canon_sha256": "7f7f689f703d641645553de3335352ae0e8d448dc46f2ff591080564ab33a0ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11147",
    "kind": "arxiv",
    "version": 3
  }
}