Pith Number

pith:XGWW2NV6

pith:2023:XGWW2NV66CDEVRCRB4COSHTTMS

not attested not anchored not stored refs pending

FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization

Jose A. Carrillo, Nicolas Garcia Trillos, Sixu Li, Yuhua Zhu

arxiv:2305.02894 v1 · 2023-05-04 · cs.LG · math.AP · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XGWW2NV66CDEVRCRB4COSHTTMS}

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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.

Cited by

1 paper in Pith

Consensus-Based Optimization with Truncated Noise

Receipt and verification

First computed	2026-07-05T06:07:06.178142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9ad6d36bef0864ac4510f04e91e7364820381f5f78c63470e4e84edd002287c

Aliases

arxiv: 2305.02894 · arxiv_version: 2305.02894v1 · doi: 10.48550/arxiv.2305.02894 · pith_short_12: XGWW2NV66CDE · pith_short_16: XGWW2NV66CDEVRCR · pith_short_8: XGWW2NV6

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/XGWW2NV66CDEVRCRB4COSHTTMS \
  | 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: b9ad6d36bef0864ac4510f04e91e7364820381f5f78c63470e4e84edd002287c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9879f0599316a63030de20ebc0c6370242ac42cc28b8332ac6db041690824980",
    "cross_cats_sorted": [
      "math.AP",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-04T15:02:09Z",
    "title_canon_sha256": "1e45f5296e08c7f9375a3ad508368482c5de69eb43603b01c77e30c0d277e632"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.02894",
    "kind": "arxiv",
    "version": 1
  }
}