Pith Number

pith:R4AEIKIZ

pith:2022:R4AEIKIZFMFMEHUNJHLO6UULDR

not attested not anchored not stored refs pending

MLOps -- Definitions, Tools and Challenges

A. Kazakis, E. Nerantzis, G.A. Papakostas, G. Symeonidis

arxiv:2201.00162 v1 · 2022-01-01 · cs.LG · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R4AEIKIZFMFMEHUNJHLO6UULDR}

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

Maturity Framework for Enhancing Machine Learning Quality

Receipt and verification

First computed	2026-07-05T03:44:59.472914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f004429192b0ac21e8d49d6ef528b1c7670b333ac8747e7d93c1419613a3466

Aliases

arxiv: 2201.00162 · arxiv_version: 2201.00162v1 · doi: 10.48550/arxiv.2201.00162 · pith_short_12: R4AEIKIZFMFM · pith_short_16: R4AEIKIZFMFMEHUN · pith_short_8: R4AEIKIZ

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/R4AEIKIZFMFMEHUNJHLO6UULDR \
  | 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: 8f004429192b0ac21e8d49d6ef528b1c7670b333ac8747e7d93c1419613a3466

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f13acc9a1f7a3f35a0d758323c59227defd6aab74365834f3321f8f4308be8fc",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-01T10:38:31Z",
    "title_canon_sha256": "1dfe2a3b04140a80e83bbca93d73d87b1445cc4e15c66e8aacfa018af94f5e22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.00162",
    "kind": "arxiv",
    "version": 1
  }
}