Pith Number

pith:LXH3ZDA3

pith:2023:LXH3ZDA3FJPEEBS5X2D4KCMOJH

not attested not anchored not stored refs pending

Best Practices for Machine Learning Systems: An Industrial Framework for Analysis and Optimization

Amit Beka, David Konopnicki, Georgios Christos Chouliaras, Kornel Kie{\l}czewski, Lucas Bernardi

arxiv:2306.13662 v1 · 2023-06-09 · 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{LXH3ZDA3FJPEEBS5X2D4KCMOJH}

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	2026-07-05T06:24:13.793942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dcfbc8c1b2a5e42065dbe87c5098e49cff93a1fd1dc93d420800f685ee6dbda

Aliases

arxiv: 2306.13662 · arxiv_version: 2306.13662v1 · doi: 10.48550/arxiv.2306.13662 · pith_short_12: LXH3ZDA3FJPE · pith_short_16: LXH3ZDA3FJPEEBS5 · pith_short_8: LXH3ZDA3

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/LXH3ZDA3FJPEEBS5X2D4KCMOJH \
  | 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: 5dcfbc8c1b2a5e42065dbe87c5098e49cff93a1fd1dc93d420800f685ee6dbda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6565c0557d63966238fea6aa2e2055bbde95008d06dc91ec2c8d2b07c974d3aa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-06-09T12:14:43Z",
    "title_canon_sha256": "cd26a0c8fc3ab2fe40b1a7f0ab851fd77148b45738813404a594aa0a2259a3fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.13662",
    "kind": "arxiv",
    "version": 1
  }
}