Pith Number

pith:O5PBV6VZ

pith:2022:O5PBV6VZGNCKE7EOLOXS7ZRAPI

not attested not anchored not stored refs pending

Diagnosing failures of fairness transfer across distribution shift in real-world medical settings

Alan Karthikesalingam, Alexander D'Amour, Alex Brown, Awa Dieng, Christina Chen, Diana Mincu, Eva Schnider, Ibrahim Alabdulmohsin, Jessica Schrouff, Katherine Heller, Krista Opsahl-Ong, Natalie Harris, Oluwasanmi Koyejo, Silvia Chiappa, Subhrajit Roy, Vivek Natarajan, Yuan Liu

arxiv:2202.01034 v2 · 2022-02-02 · cs.LG · cs.CY · 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{O5PBV6VZGNCKE7EOLOXS7ZRAPI}

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.

Receipt and verification

First computed	2026-07-05T06:21:12.251558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

775e1afab93344a27c8e5baf2fe6207a29a68e95e670e5a461cfd48f43aa36d9

Aliases

arxiv: 2202.01034 · arxiv_version: 2202.01034v2 · doi: 10.48550/arxiv.2202.01034 · pith_short_12: O5PBV6VZGNCK · pith_short_16: O5PBV6VZGNCKE7EO · pith_short_8: O5PBV6VZ

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/O5PBV6VZGNCKE7EOLOXS7ZRAPI \
  | 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: 775e1afab93344a27c8e5baf2fe6207a29a68e95e670e5a461cfd48f43aa36d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "862f130c308ff32351c78ab3f5aff806de380f3a409d3d4ee5086780270c210a",
    "cross_cats_sorted": [
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-02T13:59:23Z",
    "title_canon_sha256": "edd62c307db8ac38310e390bd096580e57f58458a11febf8236d109538d56ee4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01034",
    "kind": "arxiv",
    "version": 2
  }
}