Pith. sign in
Pith Number

pith:X3RKWYX7

pith:2020:X3RKWYX7RH32DNEODPKDKT6PPR
not attested not anchored not stored refs pending

FedCluster: Boosting the Convergence of Federated Learning via Cluster-Cycling

Bhavya Kailkhura, Cheng Chen, Yi Zhou, Ziyi Chen

arxiv:2009.10748 v1 · 2020-09-22 · cs.LG · math.OC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{X3RKWYX7RH32DNEODPKDKT6PPR}

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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 2026-07-05T07:52:38.074860Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bee2ab62ff89f7a1b48e1bd4354fcf7c4c84a8ace508b7baa385748ea4fb6514

Aliases

arxiv: 2009.10748 · arxiv_version: 2009.10748v1 · doi: 10.48550/arxiv.2009.10748 · pith_short_12: X3RKWYX7RH32 · pith_short_16: X3RKWYX7RH32DNEO · pith_short_8: X3RKWYX7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/X3RKWYX7RH32DNEODPKDKT6PPR \
  | 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: bee2ab62ff89f7a1b48e1bd4354fcf7c4c84a8ace508b7baa385748ea4fb6514
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "723e8edf13b2c4315956dd037b669adfa031f0475db12724005dec53cef5a6c8",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-22T18:04:01Z",
    "title_canon_sha256": "a4c5272441a44aff72504259edfcb61adde7b756a2a93e4b1d3ba381041c37e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.10748",
    "kind": "arxiv",
    "version": 1
  }
}