Pith Number

pith:A2MAZYZT

pith:2023:A2MAZYZT6VHR6DZ6SCJ4QZACT2

not attested not anchored not stored refs pending

Split Federated Learning: Speed up Model Training in Resource-Limited Wireless Networks

Ning Zhang, Penghui Hu, Shaofeng Li, Songge Zhang, Wen Wu

arxiv:2305.18889 v1 · 2023-05-30 · 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{A2MAZYZT6VHR6DZ6SCJ4QZACT2}

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

Split and Aggregation Learning for Foundation Models Over Mobile Embodied AI Network (MEAN): A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T06:15:34.509184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06980ce333f54f1f0f3e9093c864029eb62612bff3c13cf4a6661a062042c6ce

Aliases

arxiv: 2305.18889 · arxiv_version: 2305.18889v1 · doi: 10.48550/arxiv.2305.18889 · pith_short_12: A2MAZYZT6VHR · pith_short_16: A2MAZYZT6VHR6DZ6 · pith_short_8: A2MAZYZT

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/A2MAZYZT6VHR6DZ6SCJ4QZACT2 \
  | 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: 06980ce333f54f1f0f3e9093c864029eb62612bff3c13cf4a6661a062042c6ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bce58e024082ed396b48438d2cf228c1e279a6ae7552b917cb5af708a8c06f30",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-05-30T09:35:42Z",
    "title_canon_sha256": "5bc912c62a2b2a956d7390186b01f78e88f276d49d600f3c7541394fec6ab6f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18889",
    "kind": "arxiv",
    "version": 1
  }
}