Pith Number

pith:QJHO2AGV

pith:2022:QJHO2AGV2WVSZ6BHMOPED6AHTA

not attested not anchored not stored refs pending

Analyzing the Robustness of Decentralized Horizontal and Vertical Federated Learning Architectures in a Non-IID Scenario

Alberto Huertas Celdr\'an, Burkhard Stiller, Daniel Demeter, Enrique Tom\'as Mart\'inez Beltr\'an, G\'er\^ome Bovet, Gregorio Mart\'inez P\'erez, Pedro Miguel S\'anchez S\'anchez

arxiv:2210.11061 v1 · 2022-10-20 · 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{QJHO2AGV2WVSZ6BHMOPED6AHTA}

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	2026-07-05T05:08:43.756504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

824eed00d5d5ab2cf827639e41f807982e215b9e80944ccafe9446882bd84476

Aliases

arxiv: 2210.11061 · arxiv_version: 2210.11061v1 · doi: 10.48550/arxiv.2210.11061 · pith_short_12: QJHO2AGV2WVS · pith_short_16: QJHO2AGV2WVSZ6BH · pith_short_8: QJHO2AGV

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/QJHO2AGV2WVSZ6BHMOPED6AHTA \
  | 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: 824eed00d5d5ab2cf827639e41f807982e215b9e80944ccafe9446882bd84476

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67a3084993ca60fe1cd3bb1812d896b636b8006bdcb3acd117bd358aea9200e3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-20T07:33:17Z",
    "title_canon_sha256": "81b656337466bd9181b3b541b733845a422b5189a1e358a2307f0d6f37942c4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11061",
    "kind": "arxiv",
    "version": 1
  }
}