Pith Number

pith:YYRPB6W4

pith:2018:YYRPB6W4OUD4K67KJUSJXX5ZJ7

not attested not anchored not stored refs pending

A comparative study of fairness-enhancing interventions in machine learning

Carlos Scheidegger, Derek Roth, Evan P. Hamilton, Sonam Choudhary, Sorelle A. Friedler, Suresh Venkatasubramanian

arxiv:1802.04422 v1 · 2018-02-13 · 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{YYRPB6W4OUD4K67KJUSJXX5ZJ7}

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

Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data

Receipt and verification

First computed	2026-05-18T00:23:44.253871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c622f0fadc7507c57bea4d249bdfb94fdd03c90470a85353299f203903440749

Aliases

arxiv: 1802.04422 · arxiv_version: 1802.04422v1 · doi: 10.48550/arxiv.1802.04422 · pith_short_12: YYRPB6W4OUD4 · pith_short_16: YYRPB6W4OUD4K67K · pith_short_8: YYRPB6W4

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/YYRPB6W4OUD4K67KJUSJXX5ZJ7 \
  | 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: c622f0fadc7507c57bea4d249bdfb94fdd03c90470a85353299f203903440749

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad895fdc06040ac3ed8ffabc8bede1a25afebdeee3eb7c542345e483b5aac817",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-13T01:31:51Z",
    "title_canon_sha256": "34f81777503969c5082dc3feddda8fe97a67d8259161cbf89a6ee9345d7b5de6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.04422",
    "kind": "arxiv",
    "version": 1
  }
}