Pith Number

pith:3PQRTXRH

pith:2024:3PQRTXRHB3UCMZYCN2S6Y22K32

not attested not anchored not stored refs pending

MVD: A Multi-Lingual Software Vulnerability Detection Framework

Boyu Zhang, M. Ali Babar, Triet H. M. Le

arxiv:2412.06166 v1 · 2024-12-09 · cs.SE · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3PQRTXRHB3UCMZYCN2S6Y22K32}

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

Fine-Tuning Code Language Models to Detect Cross-Language Bugs

Receipt and verification

First computed	2026-07-05T09:46:16.486816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dbe119de270ee82667026ea5ec6b4ade817fef765357243179c4f498b1f07eea

Aliases

arxiv: 2412.06166 · arxiv_version: 2412.06166v1 · doi: 10.48550/arxiv.2412.06166 · pith_short_12: 3PQRTXRHB3UC · pith_short_16: 3PQRTXRHB3UCMZYC · pith_short_8: 3PQRTXRH

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/3PQRTXRHB3UCMZYCN2S6Y22K32 \
  | 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: dbe119de270ee82667026ea5ec6b4ade817fef765357243179c4f498b1f07eea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "373ed1f069a0ad59a52053aa9eae737209b3f566eecce2c14fe87309273dddde",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-09T02:58:10Z",
    "title_canon_sha256": "7ced1d5ee15f6ed9a5d028bab2ae48c236105cc69869fffc838ec69c1e358dfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06166",
    "kind": "arxiv",
    "version": 1
  }
}