Pith. sign in
Pith Number

pith:SEDH3BYA

pith:2025:SEDH3BYAIGX3M23VNREBMOF3RT
not attested not anchored not stored refs pending

Modular Federated Learning: A Meta-Framework Perspective

Cl\'audia Soares, Du\v{s}an Jakoveti\'c, Frederico Vicente

arxiv:2505.08646 v1 · 2025-05-13 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SEDH3BYAIGX3M23VNREBMOF3RT}

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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 2026-07-05T11:02:34.082905Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

91067d870041afb66b756c481638bb8cf31f41ef26c86ffaaa4b3be74ab61176

Aliases

arxiv: 2505.08646 · arxiv_version: 2505.08646v1 · doi: 10.48550/arxiv.2505.08646 · pith_short_12: SEDH3BYAIGX3 · pith_short_16: SEDH3BYAIGX3M23V · pith_short_8: SEDH3BYA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SEDH3BYAIGX3M23VNREBMOF3RT \
  | 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: 91067d870041afb66b756c481638bb8cf31f41ef26c86ffaaa4b3be74ab61176
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5a5bc9e3047b8ed8b7053573d4efe09541d62a91376befd87848b36106cb0994",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-13T15:04:55Z",
    "title_canon_sha256": "a6f71808e1c7481be23ca900176937efc1c8e04f3048c653220f69635978a393"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08646",
    "kind": "arxiv",
    "version": 1
  }
}