Pith Number

pith:VFSVGH5P

pith:2025:VFSVGH5PPC4BEJBHF4AKSZECW6

not attested not anchored not stored refs pending

LLMxCPG: Context-Aware Vulnerability Detection Through Code Property Graph-Guided Large Language Models

Ahmed Lekssays, Hamza Mouhcine, Issa Khalil, Khang Tran, Ting Yu

arxiv:2507.16585 v1 · 2025-07-22 · 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{VFSVGH5PPC4BEJBHF4AKSZECW6}

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

1 paper in Pith

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection

Receipt and verification

First computed	2026-07-05T11:41:12.626591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a965531faf78b81224272f00a96482b7b68440316eb9ac290b231b4f3e41ab80

Aliases

arxiv: 2507.16585 · arxiv_version: 2507.16585v1 · doi: 10.48550/arxiv.2507.16585 · pith_short_12: VFSVGH5PPC4B · pith_short_16: VFSVGH5PPC4BEJBH · pith_short_8: VFSVGH5P

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/VFSVGH5PPC4BEJBHF4AKSZECW6 \
  | 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: a965531faf78b81224272f00a96482b7b68440316eb9ac290b231b4f3e41ab80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a48d931786ad9b9d6bc4354e69caeedfb7532dad63502aa8f622d6dcd4dc62e4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-22T13:36:33Z",
    "title_canon_sha256": "f9ed072c94c37951d9a2d794b7f1643bc9cb503965afd910670facbe86c43525"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16585",
    "kind": "arxiv",
    "version": 1
  }
}