Pith Number

pith:5GCVSIQE

pith:2024:5GCVSIQEKWAB4CWUVVOMEIIBUB

not attested not anchored not stored refs pending

A Multivocal Review of MLOps Practices, Challenges and Open Issues

Ayse Tosun, Beyza Eken, Muhammad Ali Babar, Nguyen Khoi Tran, Samodha Pallewatta

arxiv:2406.09737 v2 · 2024-06-14 · 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{5GCVSIQEKWAB4CWUVVOMEIIBUB}

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	2026-07-05T10:49:44.933377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e98559220455801e0ad4ad5cc22101a04a084715b009883373ce154647569270

Aliases

arxiv: 2406.09737 · arxiv_version: 2406.09737v2 · doi: 10.48550/arxiv.2406.09737 · pith_short_12: 5GCVSIQEKWAB · pith_short_16: 5GCVSIQEKWAB4CWU · pith_short_8: 5GCVSIQE

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/5GCVSIQEKWAB4CWUVVOMEIIBUB \
  | 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: e98559220455801e0ad4ad5cc22101a04a084715b009883373ce154647569270

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff94ea0f74d5fdb06bbc6f3cd51f01d7eb6cbb3be4a431709734aa89ae4e25e0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-14T05:47:13Z",
    "title_canon_sha256": "c29e223b349e0ffee74b4056e52124e7a575fe91784259d676269749763a185f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09737",
    "kind": "arxiv",
    "version": 2
  }
}