Pith Number

pith:EUMCTG3D

pith:2023:EUMCTG3D4IQLL2PTC4VERBWGJ2

not attested not anchored not stored refs pending

A Meta-analytical Comparison of Naive Bayes and Random Forest for Software Defect Prediction

Ch Muhammad Awais, Gcinizwe Dlamini, Giancarlo Succi, Wei Gu, Zamira Kholmatova

arxiv:2306.15369 v1 · 2023-06-27 · cs.SE · 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{EUMCTG3D4IQLL2PTC4VERBWGJ2}

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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	2026-06-02T01:03:27.958251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2518299b63e220b5e9f3172a4886c64e91ed10aa7af126fc3da9aa3a3dfe7a50

Aliases

arxiv: 2306.15369 · arxiv_version: 2306.15369v1 · doi: 10.48550/arxiv.2306.15369 · pith_short_12: EUMCTG3D4IQL · pith_short_16: EUMCTG3D4IQLL2PT · pith_short_8: EUMCTG3D

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/EUMCTG3D4IQLL2PTC4VERBWGJ2 \
  | 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: 2518299b63e220b5e9f3172a4886c64e91ed10aa7af126fc3da9aa3a3dfe7a50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54e2aca7fd7f94e861f17a1452ca4d9815ba6a55382678987dcfe2e978fcb108",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-06-27T10:35:18Z",
    "title_canon_sha256": "7ec9c9f58387f6a8fa0bb1784c267fe43cf740cc7be3a42c4a97bbeb06e4f906"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15369",
    "kind": "arxiv",
    "version": 1
  }
}