Pith Number

pith:JVXZ76DO

pith:2024:JVXZ76DOYX5Y2IRM3E5OK7J6FS

not attested not anchored not stored refs pending

LLbezpeky: Leveraging Large Language Models for Vulnerability Detection

Meiyappan Nagappan, Noble Saji Mathews, Shane McIntosh, Yelizaveta Brus, Yousra Aafer

arxiv:2401.01269 v2 · 2024-01-02 · cs.CR · cs.AI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JVXZ76DOYX5Y2IRM3E5OK7J6FS}

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

Direction for Detection: A Survey of Automated Vulnerability Detection and all of its Pain Points

Do Fine-Tuned LLMs Understand Vulnerabilities? An Investigation into the Semantic Trap

Receipt and verification

First computed	2026-07-05T07:44:45.717033Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d6f9ff86ec5fb8d222cd93ae57d3e2cb071fa741ae386762268e37234b638fe

Aliases

arxiv: 2401.01269 · arxiv_version: 2401.01269v2 · doi: 10.48550/arxiv.2401.01269 · pith_short_12: JVXZ76DOYX5Y · pith_short_16: JVXZ76DOYX5Y2IRM · pith_short_8: JVXZ76DO

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/JVXZ76DOYX5Y2IRM3E5OK7J6FS \
  | 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: 4d6f9ff86ec5fb8d222cd93ae57d3e2cb071fa741ae386762268e37234b638fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cee11ac24b8712fcf871f96b83db34359bb1af2c4da184e0e65d253764d2328",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-02T16:14:30Z",
    "title_canon_sha256": "280054e50df563f02ca3ebcacceb0fbe75665164d667f2ff187c0032359eb4e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.01269",
    "kind": "arxiv",
    "version": 2
  }
}