Pith Number

pith:4ROWBOSA

pith:2023:4ROWBOSAME7OFKYPCWQV6TGRXM

not attested not anchored not stored refs pending

Prototype Helps Federated Learning: Towards Faster Convergence

Choong Seon Hong, Seong-Bae Park, Sun Moo Kang, Yu Qiao

arxiv:2303.12296 v1 · 2023-03-22 · cs.LG · cs.AI · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4ROWBOSAME7OFKYPCWQV6TGRXM}

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.

Cited by

1 paper in Pith

A Survey on Foundation Models for Personalized Federated Intelligence

Receipt and verification

First computed	2026-07-05T05:53:39.540892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e45d60ba40613ee2ab0f15a15f4cd1bb17ec319c66d25193221d467e728d5c5e

Aliases

arxiv: 2303.12296 · arxiv_version: 2303.12296v1 · doi: 10.48550/arxiv.2303.12296 · pith_short_12: 4ROWBOSAME7O · pith_short_16: 4ROWBOSAME7OFKYP · pith_short_8: 4ROWBOSA

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/4ROWBOSAME7OFKYPCWQV6TGRXM \
  | 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: e45d60ba40613ee2ab0f15a15f4cd1bb17ec319c66d25193221d467e728d5c5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fec7b47fa942cffc73cd7bc78d42e1dc30aba163089684fbb832dbebb924848",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-22T04:06:29Z",
    "title_canon_sha256": "b95cf02ce1936cb0903a4e5c01dfca80107f6387fea0c569afefcb8e4ef08aa2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12296",
    "kind": "arxiv",
    "version": 1
  }
}