Pith. sign in
Pith Number

pith:IFZMLBQW

pith:2022:IFZMLBQWZF3CW7WSB4D56ZU3PZ
not attested not anchored not stored refs pending

FedSyn: Synthetic Data Generation using Federated Learning

Ker Farn Lee, Monik Raj Behera, Palka Patel, Sudha Priyadarshini, Sudhir Upadhyay, Suresh Shetty

arxiv:2203.05931 v2 · 2022-03-11 · stat.ML · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IFZMLBQWZF3CW7WSB4D56ZU3PZ}

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 2026-07-05T04:12:06.608908Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4172c58616c9762b7ed20f07df669b7e56382b8a13bc98598c4e649ea0d4d344

Aliases

arxiv: 2203.05931 · arxiv_version: 2203.05931v2 · doi: 10.48550/arxiv.2203.05931 · pith_short_12: IFZMLBQWZF3C · pith_short_16: IFZMLBQWZF3CW7WS · pith_short_8: IFZMLBQW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IFZMLBQWZF3CW7WSB4D56ZU3PZ \
  | 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: 4172c58616c9762b7ed20f07df669b7e56382b8a13bc98598c4e649ea0d4d344
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "53385238199419fcd25b08f2ede97aaa5aa8425af75934991fee24a851ad84ed",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-03-11T14:05:37Z",
    "title_canon_sha256": "667f8bbf8e8a275348dcf930b8b3445c5611ef854a18b3ec64bbe648663752d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.05931",
    "kind": "arxiv",
    "version": 2
  }
}