Pith Number

pith:XUSWRWT4

pith:2024:XUSWRWT4UZOFMDWOKF5UW5NB7U

not attested not anchored not stored refs pending

DeMuVGN: Effective Software Defect Prediction Model by Learning Multi-view Software Dependency via Graph Neural Networks

Lina Gong, Mingqiang Wei, Yongwei Wang, Yu Qiao, Yu Zhao

arxiv:2410.19550 v2 · 2024-10-25 · 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{XUSWRWT4UZOFMDWOKF5UW5NB7U}

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	2026-07-05T10:59:25.408046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd2568da7ca65c560ece517b4b75a1fd3c8803eef3600e44b36d10ae34570068

Aliases

arxiv: 2410.19550 · arxiv_version: 2410.19550v2 · doi: 10.48550/arxiv.2410.19550 · pith_short_12: XUSWRWT4UZOF · pith_short_16: XUSWRWT4UZOFMDWO · pith_short_8: XUSWRWT4

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/XUSWRWT4UZOFMDWOKF5UW5NB7U \
  | 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: bd2568da7ca65c560ece517b4b75a1fd3c8803eef3600e44b36d10ae34570068

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6a4f180d6db09a61bc00c84a81298b5d08543dc5f48d83b1a3ef0a3b214cff7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-10-25T13:24:04Z",
    "title_canon_sha256": "c9b9f4a2b41dbc41bffe87f8c653622da4d010b1ab0d2fc741d20f9f223bb2d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19550",
    "kind": "arxiv",
    "version": 2
  }
}