Pith Number

pith:Q4VGRPE2

pith:2023:Q4VGRPE2SYFZDS33VXRF3UO45K

not attested not anchored not stored refs pending

Test & Evaluation Best Practices for Machine Learning-Enabled Systems

Erin Lanus, Jaganmohan Chandrasekaran, Laura Freeman, Nicola McCarthy, Tyler Cody

arxiv:2310.06800 v1 · 2023-10-10 · 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{Q4VGRPE2SYFZDS33VXRF3UO45K}

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

Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting

Receipt and verification

First computed	2026-07-05T06:59:24.224224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

872a68bc9a960b91cb7bade25dd1dceaa7fea22eabd90f8422e4a21bc4ee47aa

Aliases

arxiv: 2310.06800 · arxiv_version: 2310.06800v1 · doi: 10.48550/arxiv.2310.06800 · pith_short_12: Q4VGRPE2SYFZ · pith_short_16: Q4VGRPE2SYFZDS33 · pith_short_8: Q4VGRPE2

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/Q4VGRPE2SYFZDS33VXRF3UO45K \
  | 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: 872a68bc9a960b91cb7bade25dd1dceaa7fea22eabd90f8422e4a21bc4ee47aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41eb5a9820f4d0c82c1971225fe691dbb9134bfff40e70bcd982faa19558e6a5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-10T17:11:14Z",
    "title_canon_sha256": "981d7dc10b2ee3268d83e0df69ad733cd034824c1bc9ca38bba91051c3b45e17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06800",
    "kind": "arxiv",
    "version": 1
  }
}