Pith Number

pith:W7YFZPAM

pith:2026:W7YFZPAMZAM3CJI3JSCVHCQYDM

not attested not anchored not stored refs pending

FedCoE: Bridging Generalization and Personalization via Federated Coordinated Dual-level MoEs

Fulian Li, Junhua Wang, Lixin Duan, Penglin Dai, Xiao Wu, Xincao Xu

arxiv:2605.21264 v1 · 2026-05-20 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W7YFZPAMZAM3CJI3JSCVHCQYDM}

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	2026-05-21T02:05:25.666109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7f05cbc0cc819b1251b4c85538a181b39f242b7d1595558a30e1cdc50690307

Aliases

arxiv: 2605.21264 · arxiv_version: 2605.21264v1 · doi: 10.48550/arxiv.2605.21264 · pith_short_12: W7YFZPAMZAM3 · pith_short_16: W7YFZPAMZAM3CJI3 · pith_short_8: W7YFZPAM

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/W7YFZPAMZAM3CJI3JSCVHCQYDM \
  | 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: b7f05cbc0cc819b1251b4c85538a181b39f242b7d1595558a30e1cdc50690307

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75f6021c2098a9c73b00f5870c1bd596c93ba1b2150e8ddb6a88b3d6411efb32",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-20T14:52:07Z",
    "title_canon_sha256": "397a20341ddce34b10f051f10ff99e7d5584dbd8d07ab73fbecdb60222e0bf50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21264",
    "kind": "arxiv",
    "version": 1
  }
}