Pith Number

pith:EABFYVOO

pith:2021:EABFYVOO5VICCPXLSEUYGYGXI2

not attested not anchored not stored refs pending

Principles for Evaluation of AI/ML Model Performance and Robustness

Andrew Curtis, Justin Goodwin, Olivia Brown

arxiv:2107.02868 v1 · 2021-07-06 · cs.LG · 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{EABFYVOO5VICCPXLSEUYGYGXI2}

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

Towards Modeling Data Quality and Machine Learning Model Performance

Receipt and verification

First computed	2026-07-05T02:55:57.418622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20025c55ceed50213eeb91298360d7469866f674cc16793f1fdceeb28606a0fd

Aliases

arxiv: 2107.02868 · arxiv_version: 2107.02868v1 · doi: 10.48550/arxiv.2107.02868 · pith_short_12: EABFYVOO5VIC · pith_short_16: EABFYVOO5VICCPXL · pith_short_8: EABFYVOO

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/EABFYVOO5VICCPXLSEUYGYGXI2 \
  | 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: 20025c55ceed50213eeb91298360d7469866f674cc16793f1fdceeb28606a0fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23e06b0f22f20fa6c4a79f1f47dfa2c68b2c4e5ad98e042b68847f2c7c9395e2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-06T19:59:14Z",
    "title_canon_sha256": "a9dc926324c47b41a74fba8ad76251eb34f517791802f80270b4658d7bafda68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.02868",
    "kind": "arxiv",
    "version": 1
  }
}