Pith Number

pith:BUHWLJJY

pith:2025:BUHWLJJYSQHJH74QBLJH3ILPXA

not attested not anchored not stored refs pending

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection

Bert Lagaisse, Chaomeng Lu

arxiv:2512.10485 v2 · 2025-12-11 · cs.CR · cs.LG · 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{BUHWLJJYSQHJH74QBLJH3ILPXA}

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	2026-07-03T01:17:15.582365Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d0f65a538940e93ff900ad27da16fb8075e171c5a0d422825946b39b61a44ac

Aliases

arxiv: 2512.10485 · arxiv_version: 2512.10485v2 · doi: 10.48550/arxiv.2512.10485 · pith_short_12: BUHWLJJYSQHJ · pith_short_16: BUHWLJJYSQHJH74Q · pith_short_8: BUHWLJJY

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/BUHWLJJYSQHJH74QBLJH3ILPXA \
  | 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: 0d0f65a538940e93ff900ad27da16fb8075e171c5a0d422825946b39b61a44ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "124b65a6935e186e874cfc40982aa3bd0850d34f61c6db1665cffab6e8daa638",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-12-11T10:04:54Z",
    "title_canon_sha256": "0765a92f4f4cde994ee21077e6b768b0d7c2ad21f67a6de81792f1a34464a6df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.10485",
    "kind": "arxiv",
    "version": 2
  }
}