Pith. sign in
Pith Number

pith:FTAU3BWY

pith:2025:FTAU3BWYOYOPGZ3W5CTFNAIJ23
not attested not anchored not stored refs pending

Simplified Swarm Learning Framework for Robust and Scalable Diagnostic Services in Cancer Histopathology

Ali Anaissi, Ali Braytee, Juniad Akram, Saiho Lee, Yanjie Wu, Yuhao Ji

arxiv:2504.16732 v1 · 2025-04-23 · cs.DC · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FTAU3BWYOYOPGZ3W5CTFNAIJ23}

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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 2026-07-05T10:53:03.786518Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2cc14d86d8761cf36776e8a6568109d6cd7295ba31aada3850247590c60e6560

Aliases

arxiv: 2504.16732 · arxiv_version: 2504.16732v1 · doi: 10.48550/arxiv.2504.16732 · pith_short_12: FTAU3BWYOYOP · pith_short_16: FTAU3BWYOYOPGZ3W · pith_short_8: FTAU3BWY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FTAU3BWYOYOPGZ3W5CTFNAIJ23 \
  | 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: 2cc14d86d8761cf36776e8a6568109d6cd7295ba31aada3850247590c60e6560
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d408fae9e8a70dbd655064a35e8ab1696e7b9db408eb009b13f341b2ab9944aa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-04-23T14:04:15Z",
    "title_canon_sha256": "4b787757dc43db9c00e9a1edd808a2fb3df8b69b819a83559cab8c28eaa4f883"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16732",
    "kind": "arxiv",
    "version": 1
  }
}