Pith Number

pith:XCLUUDKK

pith:2024:XCLUUDKKJAIKCGTNJITICL3R25

not attested not anchored not stored refs pending

How to Collaborate: Towards Maximizing the Generalization Performance in Cross-Silo Federated Learning

Jun Zhang, Marios Kountouris, Yuchang Sun

arxiv:2401.13236 v2 · 2024-01-24 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XCLUUDKKJAIKCGTNJITICL3R25}

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.

Cited by

1 paper in Pith

pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data

Receipt and verification

First computed	2026-07-05T09:41:31.474176Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8974a0d4a4810a11a6d4a26812f71d77395516aa79a1893e1712bd1396c65d2

Aliases

arxiv: 2401.13236 · arxiv_version: 2401.13236v2 · doi: 10.48550/arxiv.2401.13236 · pith_short_12: XCLUUDKKJAIK · pith_short_16: XCLUUDKKJAIKCGTN · pith_short_8: XCLUUDKK

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/XCLUUDKKJAIKCGTNJITICL3R25 \
  | 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: b8974a0d4a4810a11a6d4a26812f71d77395516aa79a1893e1712bd1396c65d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b951cd6d574f05b44aa9a7190a2bdd5ae418281ac5fd2ffc4d42c5e36d47755d",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-24T05:41:34Z",
    "title_canon_sha256": "58234e23240bceea9c914fee6cb1401b1075fbadb81618fc1f75bcb49b46004c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13236",
    "kind": "arxiv",
    "version": 2
  }
}