Pith Number

pith:UV3CY7RC

pith:2021:UV3CY7RCEMBMPZATSEHFIZW7OU

not attested not anchored not stored refs pending

Client Selection Approach in Support of Clustered Federated Learning over Wireless Edge Networks

Abdullatif Albaseer, Aiman Erbad, Ala Al-Fuqaha, Mohamed Abdallah

arxiv:2108.08768 v1 · 2021-08-16 · cs.DC · 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{UV3CY7RCEMBMPZATSEHFIZW7OU}

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

Task2vec Readiness: Diagnostics for Federated Learning from Pre-Training Embeddings

Receipt and verification

First computed	2026-07-05T03:07:13.304127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5762c7e222302c7e413910e5466df7507b6a2864efb91dee9c089fcd69e1cd5

Aliases

arxiv: 2108.08768 · arxiv_version: 2108.08768v1 · doi: 10.48550/arxiv.2108.08768 · pith_short_12: UV3CY7RCEMBM · pith_short_16: UV3CY7RCEMBMPZAT · pith_short_8: UV3CY7RC

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/UV3CY7RCEMBMPZATSEHFIZW7OU \
  | 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: a5762c7e222302c7e413910e5466df7507b6a2864efb91dee9c089fcd69e1cd5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7a572e22d4ebf520e32d579828819f6bde24883fda82a8440d10a5213f5509d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-08-16T21:38:22Z",
    "title_canon_sha256": "e92ea8d3f34fadbad3c87c0c20230d15ae404f89bb4016cd4e35c9e626192a9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.08768",
    "kind": "arxiv",
    "version": 1
  }
}