Pith Number

pith:GDRQZXCV

pith:2025:GDRQZXCVX2YQOOQ6LTGFYIOD64

not attested not anchored not stored refs pending

Vulnerability Detection: From Formal Verification to Large Language Models and Hybrid Approaches: A Comprehensive Overview

Bilel Cherif, Lucas C. Cordeiro, Mohamed Amine Ferrag, Norbert Tihanyi, Richard A. Dubniczky, Ridhi Jain, Tamas Bisztray

arxiv:2503.10784 v1 · 2025-03-13 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GDRQZXCVX2YQOOQ6LTGFYIOD64}

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.

Receipt and verification

First computed	2026-07-05T10:31:05.871253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30e30cdc55beb1073a1e5ccc5c21c3f70acfecb7636c24fe281fc39b1e83d59d

Aliases

arxiv: 2503.10784 · arxiv_version: 2503.10784v1 · doi: 10.48550/arxiv.2503.10784 · pith_short_12: GDRQZXCVX2YQ · pith_short_16: GDRQZXCVX2YQOOQ6 · pith_short_8: GDRQZXCV

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/GDRQZXCVX2YQOOQ6LTGFYIOD64 \
  | 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: 30e30cdc55beb1073a1e5ccc5c21c3f70acfecb7636c24fe281fc39b1e83d59d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49f806430de579644b0d661ff9efb02f2a4d9aa91796ec9c0c34233b8806b0f9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-13T18:22:22Z",
    "title_canon_sha256": "98cedb75a143cc5cc359d8740f601b18778fa3755a9bf5d8cd88d23a8b04a3be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10784",
    "kind": "arxiv",
    "version": 1
  }
}