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Pith Number

pith:5FR4P2DB

pith:2023:5FR4P2DBLNXYWY5Y6X4ARW4ARM
not attested not anchored not stored refs pending

Generative models improve fairness of medical classifiers under distribution shifts

Abhijit Guha Roy, Alan Karthikesalingam, Danielle Belgrave, Ira Ktena, Isabela Albuquerque, Olivia Wiles, Pushmeet Kohli, Ryutaro Tanno, Shekoofeh Azizi, Sven Gowal, Sylvestre-Alvise Rebuffi, Taylan Cemgil

arxiv:2304.09218 v1 · 2023-04-18 · cs.CV

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\usepackage{pith}
\pithnumber{5FR4P2DBLNXYWY5Y6X4ARW4ARM}

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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 2026-07-05T06:02:35.340627Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e963c7e8615b6f8b63b8f5f808db808b0b2ae29e13772b5939de96968776039d

Aliases

arxiv: 2304.09218 · arxiv_version: 2304.09218v1 · doi: 10.48550/arxiv.2304.09218 · pith_short_12: 5FR4P2DBLNXY · pith_short_16: 5FR4P2DBLNXYWY5Y · pith_short_8: 5FR4P2DB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5FR4P2DBLNXYWY5Y6X4ARW4ARM \
  | 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: e963c7e8615b6f8b63b8f5f808db808b0b2ae29e13772b5939de96968776039d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c1a3923776ef4e0619523fb225525ba2ec881cb92d2063834c4ecb65f0902176",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-18T18:15:38Z",
    "title_canon_sha256": "94f3e408b1a6e0754953222fe653751aac214839f5fc383e75568eecd5faa626"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.09218",
    "kind": "arxiv",
    "version": 1
  }
}