Pith. sign in
Pith Number

pith:2FFZ2RCV

pith:2023:2FFZ2RCVCDYRUWOAGPVEANLRXN
not attested not anchored not stored refs pending

Fair Selection of Edge Nodes to Participate in Clustered Federated Multitask Learning

Abdullatif Albaseer, Abegaz Mohammed, Aiman Erbad, Ala Al-Fuqaha, Mohamed Abdallah, Octavia A. Dobre

arxiv:2304.13423 v2 · 2023-04-26 · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2FFZ2RCVCDYRUWOAGPVEANLRXN}

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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 2026-07-05T06:05:35.950886Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d14b9d445510f11a59c033ea403571bb61795821ebfac9939399c45c0ebefe4a

Aliases

arxiv: 2304.13423 · arxiv_version: 2304.13423v2 · doi: 10.48550/arxiv.2304.13423 · pith_short_12: 2FFZ2RCVCDYR · pith_short_16: 2FFZ2RCVCDYRUWOA · pith_short_8: 2FFZ2RCV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2FFZ2RCVCDYRUWOAGPVEANLRXN \
  | 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: d14b9d445510f11a59c033ea403571bb61795821ebfac9939399c45c0ebefe4a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "54e019bb0502f492767939cc3146a5d20176d8a2fbf84fe3d1acf8a970f70d40",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-04-26T10:12:03Z",
    "title_canon_sha256": "85581f2e8fda83b902963ad828006b9824de5e70a5bbcb9b0c19833ee60efdd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.13423",
    "kind": "arxiv",
    "version": 2
  }
}