Pith Number

pith:PJS3TBNV

pith:2019:PJS3TBNVOGT3PSEOBQTYDEAHZF

not attested not anchored not stored refs pending

Assuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges

Colin Paterson, Radu Calinescu, Rob Ashmore

arxiv:1905.04223 v1 · 2019-05-10 · cs.LG · cs.SE · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PJS3TBNVOGT3PSEOBQTYDEAHZF}

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

Bridging the Disciplinary Gap in Explainable AI: From Abstract Desiderata to Concrete Tasks

Receipt and verification

First computed	2026-05-17T23:46:31.684572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a65b985b571a7b7c88e0c27819007c96a7c55547119aafdc6c0e68546583c4f

Aliases

arxiv: 1905.04223 · arxiv_version: 1905.04223v1 · doi: 10.48550/arxiv.1905.04223 · pith_short_12: PJS3TBNVOGT3 · pith_short_16: PJS3TBNVOGT3PSEO · pith_short_8: PJS3TBNV

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/PJS3TBNVOGT3PSEOBQTYDEAHZF \
  | 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: 7a65b985b571a7b7c88e0c27819007c96a7c55547119aafdc6c0e68546583c4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6182bef486cf3b5d2101b8aabcd180c721022dc576c4dac89c0cc8867da244c9",
    "cross_cats_sorted": [
      "cs.SE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-10T15:44:38Z",
    "title_canon_sha256": "4ce647e1edcd61efd68f7793ec926146df05266d3ceaf7f5860e2f90d5d2cf06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.04223",
    "kind": "arxiv",
    "version": 1
  }
}