Pith Number

pith:X4OC3EBU

pith:2023:X4OC3EBUXRJFXBVJ5NIJZ5HXIP

not attested not anchored not stored refs pending

Sentinel: An Aggregation Function to Secure Decentralized Federated Learning

Alberto Huertas Celdr\'an, Burkhard Stiller, Chao Feng, Enrique Tom\'as Mart\'inez Beltr\'an, G\'er\^ome Bovet, Janosch Baltensperger, Pedro Miguel S\'anchez S\'anchez

arxiv:2310.08097 v4 · 2023-10-12 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X4OC3EBUXRJFXBVJ5NIJZ5HXIP}

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

Byzantine-Resilient Federated Learning via QUBO-Based Client Selection on Quantum Annealers

Receipt and verification

First computed	2026-07-05T09:02:54.439522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf1c2d9034bc525b86a9eb509cf4f743f7a49d8e2b600ddf3db04a8bb6582603

Aliases

arxiv: 2310.08097 · arxiv_version: 2310.08097v4 · doi: 10.48550/arxiv.2310.08097 · pith_short_12: X4OC3EBUXRJF · pith_short_16: X4OC3EBUXRJFXBVJ · pith_short_8: X4OC3EBU

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/X4OC3EBUXRJFXBVJ5NIJZ5HXIP \
  | 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: bf1c2d9034bc525b86a9eb509cf4f743f7a49d8e2b600ddf3db04a8bb6582603

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ab06d1d9857a82bba86cb5e726d726559001ced209bed315e4ef3b278da23f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-10-12T07:45:18Z",
    "title_canon_sha256": "63b8bcbb849b2823bf06850aa7c975819b3a1178a053e2629a844386d6e8d5b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08097",
    "kind": "arxiv",
    "version": 4
  }
}