Pith Number

pith:GX4SAPGD

pith:2024:GX4SAPGD3WLBNYEGLH43T4VYJJ

not attested not anchored not stored refs pending

EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source Code

Alfredo Cuzzocrea, Md. Shazzad Hossain Shaon, Mst Shapna Akter, Shahriyar Zaman Ridoy

arxiv:2411.16561 v1 · 2024-11-25 · cs.SE · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GX4SAPGD3WLBNYEGLH43T4VYJJ}

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	2026-07-05T09:40:11.068209Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35f9203cc3dd9616e08659f9b9f2b84a7d44af5ac0f4b24b9d4f8775a9768aab

Aliases

arxiv: 2411.16561 · arxiv_version: 2411.16561v1 · doi: 10.48550/arxiv.2411.16561 · pith_short_12: GX4SAPGD3WLB · pith_short_16: GX4SAPGD3WLBNYEG · pith_short_8: GX4SAPGD

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/GX4SAPGD3WLBNYEGLH43T4VYJJ \
  | 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: 35f9203cc3dd9616e08659f9b9f2b84a7d44af5ac0f4b24b9d4f8775a9768aab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aad3e615842480ae80ba55629e28a69389a81bfe506c300f09ece005fddbe7c6",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-25T16:47:10Z",
    "title_canon_sha256": "267fdf8201f0370c4fce3d5a7e402e6fdacd468c7b34776f5dbff9e059ebcdc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16561",
    "kind": "arxiv",
    "version": 1
  }
}