Pith Number

pith:5OITZMPI

pith:2025:5OITZMPIGPVRASTAPOZCX32WVU

not attested not anchored not stored refs pending

dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis

Guochen Yan, Junsong Yuan, Luyuan Xie, Nan Xi, Qingni Shen, Tianyu Luan, Wenyuan Cai, Yuejian Fang, Zhaoyu Chen, Zhonghai Wu

arxiv:2503.10412 v4 · 2025-03-13 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5OITZMPIGPVRASTAPOZCX32WVU}

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	2026-07-05T11:05:23.784543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb913cb1e833eb104a607bb22bef56ad3b5d11ec66ad283427425d4613d67690

Aliases

arxiv: 2503.10412 · arxiv_version: 2503.10412v4 · doi: 10.48550/arxiv.2503.10412 · pith_short_12: 5OITZMPIGPVR · pith_short_16: 5OITZMPIGPVRASTA · pith_short_8: 5OITZMPI

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/5OITZMPIGPVRASTAPOZCX32WVU \
  | 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: eb913cb1e833eb104a607bb22bef56ad3b5d11ec66ad283427425d4613d67690

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad6654421d0ee9e10e02e7ca7f2ec546ad54a9a6f51ac9c918806f8da5628aed",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-13T14:35:47Z",
    "title_canon_sha256": "bbc59b7da1e423e5c55a5ea21c99a31a60c9be8ac4bb7e123dc0f666d91de88f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10412",
    "kind": "arxiv",
    "version": 4
  }
}