Pith Number

pith:RI7F5PJG

pith:2024:RI7F5PJGAKJ6S6KWPAFL6KIAE2

not attested not anchored not stored refs pending

CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics

David Lo, Eng Lieh Ouh, Frank Liauw, Han Wei Ang, Hong Jin Kang, Huu Hung Nguyen, Ivana Clairine Irsan, Lwin Khin Shar, Martin Weyssow, Ratnadira Widyasari, Tan Bui, Ting Zhang, Xiang Lan, Yan Naing Tun, Yikun Li, Yiran Cheng

arxiv:2411.17274 v7 · 2024-11-26 · cs.SE · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RI7F5PJGAKJ6S6KWPAFL6KIAE2}

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

2 papers in Pith

Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection

RealVuln: Benchmarking Rule-Based, General-Purpose LLM, and Security-Specialized Scanners on Real-World Code

Receipt and verification

First computed	2026-07-05T12:09:11.733277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a3e5ebd260293e97956780abf290026ad2ea1d006a1993b97c5259c0bb71f89

Aliases

arxiv: 2411.17274 · arxiv_version: 2411.17274v7 · doi: 10.48550/arxiv.2411.17274 · pith_short_12: RI7F5PJGAKJ6 · pith_short_16: RI7F5PJGAKJ6S6KW · pith_short_8: RI7F5PJG

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/RI7F5PJGAKJ6S6KWPAFL6KIAE2 \
  | 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: 8a3e5ebd260293e97956780abf290026ad2ea1d006a1993b97c5259c0bb71f89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e2e96a3280632aa511afc14da8085b60de8180fcc1696ce731cc8cc6f9d0a05",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-26T09:51:55Z",
    "title_canon_sha256": "f676dc43ee507c1a0ae4bf56a3fc706e37c0dfc772e49992c102df72ecea382b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17274",
    "kind": "arxiv",
    "version": 7
  }
}