Pith Number

pith:CKXY7D7L

pith:2023:CKXY7D7LBMKP7523AI4XAX2H4Z

not attested not anchored not stored refs pending

Exploring MLOps Dynamics: An Experimental Analysis in a Real-World Machine Learning Project

Awadelrahman M. A. Ahmed

arxiv:2307.13473 v1 · 2023-07-22 · 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{CKXY7D7LBMKP7523AI4XAX2H4Z}

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	2026-07-05T06:34:14.709156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12af8f8feb0b14fff75b0239705f47e65a9bd8460d46fcf32323f60d15993afe

Aliases

arxiv: 2307.13473 · arxiv_version: 2307.13473v1 · doi: 10.48550/arxiv.2307.13473 · pith_short_12: CKXY7D7LBMKP · pith_short_16: CKXY7D7LBMKP7523 · pith_short_8: CKXY7D7L

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/CKXY7D7LBMKP7523AI4XAX2H4Z \
  | 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: 12af8f8feb0b14fff75b0239705f47e65a9bd8460d46fcf32323f60d15993afe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9740a53dca653528ae5b04650f024269b5d3f445a841184b6fb9e8597a299b5d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-07-22T10:33:19Z",
    "title_canon_sha256": "68e3ef28f1873fa1c54d442302b37911ad01b165c31d4d124bdb36476e8300f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.13473",
    "kind": "arxiv",
    "version": 1
  }
}