Pith Number

pith:HWXFPFVK

pith:2024:HWXFPFVKJ3Q2QPBKVRREVON2E4

not attested not anchored not stored refs pending

Towards MLOps: A DevOps Tools Recommender System for Machine Learning System

Mirza Omer Beg, Naveed Ahmad, Pir Sami Ullah Shah

arxiv:2402.12867 v1 · 2024-02-20 · 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{HWXFPFVKJ3Q2QPBKVRREVON2E4}

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

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering

Receipt and verification

First computed	2026-07-05T07:47:17.560183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3dae5796aa4ee1a83c2aac624ab9ba271e1c81267f401dd88b510bd2164a3b54

Aliases

arxiv: 2402.12867 · arxiv_version: 2402.12867v1 · doi: 10.48550/arxiv.2402.12867 · pith_short_12: HWXFPFVKJ3Q2 · pith_short_16: HWXFPFVKJ3Q2QPBK · pith_short_8: HWXFPFVK

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/HWXFPFVKJ3Q2QPBKVRREVON2E4 \
  | 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: 3dae5796aa4ee1a83c2aac624ab9ba271e1c81267f401dd88b510bd2164a3b54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbef10c78f802df2df00dc7321ab283cd8411435197325b11bf6ac4cd14ed087",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-20T09:57:49Z",
    "title_canon_sha256": "bdd181b89b87bb587343757f4a157245df22615dfca9cd68e09fe51255efb9c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12867",
    "kind": "arxiv",
    "version": 1
  }
}