Pith Number

pith:WGJNCSOF

pith:2023:WGJNCSOF6FEDGV4UCXNSP2DR74

not attested not anchored not stored refs pending

fairml: A Statistician's Take on Fair Machine Learning Modelling

Marco Scutari

arxiv:2305.02009 v1 · 2023-05-03 · stat.ML · cs.CY · 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{WGJNCSOF6FEDGV4UCXNSP2DR74}

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

TowerDebias: A Novel Unfairness Removal Method Based on the Tower Property

Receipt and verification

First computed	2026-07-05T06:06:46.439289Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b192d149c5f14833579415db27e871ff1d6702a2483fe2f3933c247cf6b35448

Aliases

arxiv: 2305.02009 · arxiv_version: 2305.02009v1 · doi: 10.48550/arxiv.2305.02009 · pith_short_12: WGJNCSOF6FED · pith_short_16: WGJNCSOF6FEDGV4U · pith_short_8: WGJNCSOF

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/WGJNCSOF6FEDGV4UCXNSP2DR74 \
  | 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: b192d149c5f14833579415db27e871ff1d6702a2483fe2f3933c247cf6b35448

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf7609189d1d7a57d2a0649f5a4f2af46f2c5b1ba242f1e9a918f86bf4b287ca",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-05-03T09:59:53Z",
    "title_canon_sha256": "a698d233e4ef3ba8ecf15fb0d96c3e37302c7148ce8c816666b4d309c1b30d52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.02009",
    "kind": "arxiv",
    "version": 1
  }
}