Pith. sign in
Pith Number

pith:ZTG5C273

pith:2021:ZTG5C273WMPZ7FLB4MOMNJQTZL
not attested not anchored not stored refs pending

Personalized Federated Learning with Adaptive Batchnorm for Healthcare

Dimitrios Dimitriadis, Jindong Wang, Renjun Xu, Tao Qin, Wang Lu, Xin Qin, Yiqiang Chen

arxiv:2112.00734 v3 · 2021-12-01 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZTG5C273WMPZ7FLB4MOMNJQTZL}

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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 2026-07-05T04:24:57.177681Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cccdd16bfbb31f9f9561e31cc6a613cae53630f153218c6ce66babdd30f13953

Aliases

arxiv: 2112.00734 · arxiv_version: 2112.00734v3 · doi: 10.48550/arxiv.2112.00734 · pith_short_12: ZTG5C273WMPZ · pith_short_16: ZTG5C273WMPZ7FLB · pith_short_8: ZTG5C273
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZTG5C273WMPZ7FLB4MOMNJQTZL \
  | 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: cccdd16bfbb31f9f9561e31cc6a613cae53630f153218c6ce66babdd30f13953
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "973eebb51d77a8cd5bacca471be9546dc0162de693d89d63492c4c66e82f82c9",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-01T11:36:56Z",
    "title_canon_sha256": "d7244251a8f9984399857fce6490a9e2f426fa769f6ac0da7cd15f99d1ec03bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.00734",
    "kind": "arxiv",
    "version": 3
  }
}