Pith. sign in
Pith Number

pith:3ZUN5RSX

pith:2023:3ZUN5RSXSCJNZFENCDJGHGX4FF
not attested not anchored not stored refs pending

Federated Learning for Medical Image Analysis: A Survey

Andrea Bozoki, Hao Guan, Mingxia Liu, Pew-Thian Yap

arxiv:2306.05980 v4 · 2023-06-09 · cs.CV · eess.IV

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\usepackage{pith}
\pithnumber{3ZUN5RSXSCJNZFENCDJGHGX4FF}

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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 2026-07-05T08:40:53.741611Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

de68dec6579092dc948d10d2639afc2958f24af249a001cb2bc2de216d539d38

Aliases

arxiv: 2306.05980 · arxiv_version: 2306.05980v4 · doi: 10.48550/arxiv.2306.05980 · pith_short_12: 3ZUN5RSXSCJN · pith_short_16: 3ZUN5RSXSCJNZFEN · pith_short_8: 3ZUN5RSX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3ZUN5RSXSCJNZFENCDJGHGX4FF \
  | 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: de68dec6579092dc948d10d2639afc2958f24af249a001cb2bc2de216d539d38
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1e8d9f19db27f2dc56ed3d04608c496b1d7c82069efa083cd10b33ad79baf919",
    "cross_cats_sorted": [
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-06-09T15:46:42Z",
    "title_canon_sha256": "05aca3c170af64f4437998177cf2ddfb3462021c69a56b684cd7585423a28ccd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05980",
    "kind": "arxiv",
    "version": 4
  }
}