Pith Number

pith:CALLQWFQ

pith:2022:CALLQWFQJW3O6CPU3W22VKBTAU

not attested not anchored not stored refs pending

Fast-Convergent Federated Learning via Cyclic Aggregation

Joonhyuk Kang, Sangwoo Park, Youngjoon Lee

arxiv:2210.16520 v1 · 2022-10-29 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CALLQWFQJW3O6CPU3W22VKBTAU}

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	2026-07-05T05:11:47.259838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1016b858b04db6ef09f4ddb5aaa8330525b4bbed4dd37b78ef6cdf1b5605732b

Aliases

arxiv: 2210.16520 · arxiv_version: 2210.16520v1 · doi: 10.48550/arxiv.2210.16520 · pith_short_12: CALLQWFQJW3O · pith_short_16: CALLQWFQJW3O6CPU · pith_short_8: CALLQWFQ

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/CALLQWFQJW3O6CPU3W22VKBTAU \
  | 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: 1016b858b04db6ef09f4ddb5aaa8330525b4bbed4dd37b78ef6cdf1b5605732b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d713eff6d0e51c2031416bf2ee7f2fd414d84919f2d69c5ae122407d8de7a8b9",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-29T07:20:59Z",
    "title_canon_sha256": "aa7e480f92ffe526ab50dff5011e159a7762ed1556195ecfacae62091e5d78a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.16520",
    "kind": "arxiv",
    "version": 1
  }
}