Pith Number

pith:5UPCOSTH

pith:2022:5UPCOSTHEQN426DRFCRI3VJ6Y4

not attested not anchored not stored refs pending

Federated Learning with GAN-based Data Synthesis for Non-IID Clients

Jessie Hui Wang, Jiawei Shao, Jun Zhang, Yuyi Mao, Zijian Li

arxiv:2206.05507 v1 · 2022-06-11 · 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{5UPCOSTHEQN426DRFCRI3VJ6Y4}

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	2026-07-05T04:31:00.073625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed1e274a67241bcd787128a28dd53ec71a96970b84c5e75332da7fc0ea9d7077

Aliases

arxiv: 2206.05507 · arxiv_version: 2206.05507v1 · doi: 10.48550/arxiv.2206.05507 · pith_short_12: 5UPCOSTHEQN4 · pith_short_16: 5UPCOSTHEQN426DR · pith_short_8: 5UPCOSTH

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/5UPCOSTHEQN426DRFCRI3VJ6Y4 \
  | 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: ed1e274a67241bcd787128a28dd53ec71a96970b84c5e75332da7fc0ea9d7077

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "311fe12747a29b8d6bd48b20f5682d89dc0f72df7c574a8bb3104e7ce8270644",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-11T11:43:25Z",
    "title_canon_sha256": "c6ee6cd2684ea5e3122d3d93431a462db68b9dd0479c066b9fb7845c534a32d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.05507",
    "kind": "arxiv",
    "version": 1
  }
}