Pith Number

pith:6GU3FPK4

pith:2022:6GU3FPK4SATANGQLFNNTLYFM2W

not attested not anchored not stored refs pending

Machine Learning Operations (MLOps): Overview, Definition, and Architecture

Dominik Kreuzberger, Niklas K\"uhl, Sebastian Hirschl

arxiv:2205.02302 v3 · 2022-05-04 · 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{6GU3FPK4SATANGQLFNNTLYFM2W}

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

3 papers in Pith

GRACE-DS: a Guarded Reward-guided Agent Correction Environment in Data Science

A Systematic Review of MLOps Tools: Tool Adoption, Lifecycle Coverage, and Critical Insights

The Semi-Executable Stack: Agentic Software Engineering and the Expanding Scope of SE

Receipt and verification

First computed	2026-07-05T04:23:08.590120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1a9b2bd5c9026069a0b2b5b35e0acd5b9af7c19841b64790c870eef9bcf50a4

Aliases

arxiv: 2205.02302 · arxiv_version: 2205.02302v3 · doi: 10.48550/arxiv.2205.02302 · pith_short_12: 6GU3FPK4SATA · pith_short_16: 6GU3FPK4SATANGQL · pith_short_8: 6GU3FPK4

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/6GU3FPK4SATANGQLFNNTLYFM2W \
  | 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: f1a9b2bd5c9026069a0b2b5b35e0acd5b9af7c19841b64790c870eef9bcf50a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2bf1cd368934ed92f54591ec71188fd1413b0f1d607a9387ad1f0f13170d1ae1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-04T19:38:48Z",
    "title_canon_sha256": "b6aa53f70c592a33b4267206ffeb8973af3f5644698b3e56151c5fbcc7081f72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.02302",
    "kind": "arxiv",
    "version": 3
  }
}