Pith Number

pith:KZTA5VI5

pith:2023:KZTA5VI5ZF56BGAZYENRSSYKM4

not attested not anchored not stored refs pending

Aggregation Weighting of Federated Learning via Generalization Bound Estimation

Ivor W.Tsang, James T.Kwok, Mingwei Xu, Xiaofeng Cao

arxiv:2311.05936 v1 · 2023-11-10 · 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{KZTA5VI5ZF56BGAZYENRSSYKM4}

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	2026-07-05T07:11:25.648010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56660ed51dc97be09819c11b194b0a67221d210a8e83408de4e2a2796b73d486

Aliases

arxiv: 2311.05936 · arxiv_version: 2311.05936v1 · doi: 10.48550/arxiv.2311.05936 · pith_short_12: KZTA5VI5ZF56 · pith_short_16: KZTA5VI5ZF56BGAZ · pith_short_8: KZTA5VI5

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/KZTA5VI5ZF56BGAZYENRSSYKM4 \
  | 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: 56660ed51dc97be09819c11b194b0a67221d210a8e83408de4e2a2796b73d486

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6c773d51396e8d035cd13efd3093b7d7947d807c19ff94fca43457900458d8b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-10T08:50:28Z",
    "title_canon_sha256": "766d25a846894ce66bd9e480563cde9ccb801d4b51bb960483860b4bae6791ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.05936",
    "kind": "arxiv",
    "version": 1
  }
}