Pith Number

pith:DGI3B7ZD

pith:2021:DGI3B7ZDXLFLNFXGUOZW4W7HN3

not attested not anchored not stored refs pending

Deploying Federated Learning in Large-Scale Cellular Networks: Spatial Convergence Analysis

Kaibin Huang, Vincent K. N. Lau, Xiaoyang Li, Yi Gong, Zhenyi Lin

arxiv:2103.06056 v1 · 2021-03-10 · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DGI3B7ZDXLFLNFXGUOZW4W7HN3}

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	2026-07-05T02:22:01.099771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1991b0ff23bacab696e6a3b36e5be76ee18e76e344a348660749593ae56ecf15

Aliases

arxiv: 2103.06056 · arxiv_version: 2103.06056v1 · doi: 10.48550/arxiv.2103.06056 · pith_short_12: DGI3B7ZDXLFL · pith_short_16: DGI3B7ZDXLFLNFXG · pith_short_8: DGI3B7ZD

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/DGI3B7ZDXLFLNFXGUOZW4W7HN3 \
  | 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: 1991b0ff23bacab696e6a3b36e5be76ee18e76e344a348660749593ae56ecf15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "754dea6323fde4d100944d9412ba2866cba4be39ab91f1b6ce4519e821d36b22",
    "cross_cats_sorted": [
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2021-03-10T13:58:33Z",
    "title_canon_sha256": "d0c85235b0b74698053f704f91a3029ec6467e6d2cee418a744b8b843e312c10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.06056",
    "kind": "arxiv",
    "version": 1
  }
}