Pith Number

pith:YNKQLK5R

pith:2024:YNKQLK5RJ7CSCOR57BSPAFWOBX

not attested not anchored not stored refs pending

Impact of network topology on the performance of Decentralized Federated Learning

Andrea Passarella, Chiara Boldrini, Lorenzo Valerio, Luigi Palmieri, Marco Conti

arxiv:2402.18606 v1 · 2024-02-28 · cs.LG · cs.AI · 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{YNKQLK5RJ7CSCOR57BSPAFWOBX}

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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.

Cited by

1 paper in Pith

Topology-Aware Knowledge Propagation in Decentralized Learning

Receipt and verification

First computed	2026-07-05T07:50:24.842145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c35505abb14fc5213a3df864f016ce0dd3aab80fbd6f758bbee9a164407ef55b

Aliases

arxiv: 2402.18606 · arxiv_version: 2402.18606v1 · doi: 10.48550/arxiv.2402.18606 · pith_short_12: YNKQLK5RJ7CS · pith_short_16: YNKQLK5RJ7CSCOR5 · pith_short_8: YNKQLK5R

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/YNKQLK5RJ7CSCOR57BSPAFWOBX \
  | 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: c35505abb14fc5213a3df864f016ce0dd3aab80fbd6f758bbee9a164407ef55b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea422dcb6b30d93839fe0a37584b7cdd84fbda611dc25c792f0a1054da0a52d9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-28T11:13:53Z",
    "title_canon_sha256": "b597ae150a85519a24e3c3179bd2b5c5b0202a23de20fb9a0b1e01364dbee9e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18606",
    "kind": "arxiv",
    "version": 1
  }
}