Pith Number

pith:OJUMPTD3

pith:2024:OJUMPTD3XODBEBWYG4MPCSNYKC

not attested not anchored not stored refs pending

Stabilizing Machine Learning for Reproducible and Explainable Results: A Novel Validation Approach to Subject-Specific Insights

Gideon Vos, Liza van Eijk, Mostafa Rahimi Azghadi, Zoltan Sarnyai

arxiv:2412.16199 v1 · 2024-12-16 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OJUMPTD3XODBEBWYG4MPCSNYKC}

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	2026-07-05T09:52:42.916206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7268c7cc7bbb861206d83718f149b850a403dac5ce0ca8a5f3fddc14968b7e47

Aliases

arxiv: 2412.16199 · arxiv_version: 2412.16199v1 · doi: 10.48550/arxiv.2412.16199 · pith_short_12: OJUMPTD3XODB · pith_short_16: OJUMPTD3XODBEBWY · pith_short_8: OJUMPTD3

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/OJUMPTD3XODBEBWYG4MPCSNYKC \
  | 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: 7268c7cc7bbb861206d83718f149b850a403dac5ce0ca8a5f3fddc14968b7e47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c784639bdf90c80b35af005abd8665acc386fc505fc3bae6d02ad25f83e7b5d4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T23:14:26Z",
    "title_canon_sha256": "a0434d847504e4bc5a92dd54dab868407daf72b63062031ea689d4acdcc71df2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16199",
    "kind": "arxiv",
    "version": 1
  }
}