Pith Number

pith:6J2NSKZ2

pith:2022:6J2NSKZ2WRMU53P7BAC2K6UHXN

not attested not anchored not stored refs pending

FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction

Cheng-zhong Xu, Huazhu Fu, Liang Gao, Li Li, Ming Xu, Yingwen Chen

arxiv:2203.11751 v1 · 2022-03-22 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6J2NSKZ2WRMU53P7BAC2K6UHXN}

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

Rethinking the Personalized Relaxed Initialization in the Federated Learning: Consistency and Generalization

Receipt and verification

First computed	2026-07-05T04:07:32.499214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f274d92b3ab4594eedff0805a57a87bb45783f6753078e1ed122602bcbb266aa

Aliases

arxiv: 2203.11751 · arxiv_version: 2203.11751v1 · doi: 10.48550/arxiv.2203.11751 · pith_short_12: 6J2NSKZ2WRMU · pith_short_16: 6J2NSKZ2WRMU53P7 · pith_short_8: 6J2NSKZ2

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/6J2NSKZ2WRMU53P7BAC2K6UHXN \
  | 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: f274d92b3ab4594eedff0805a57a87bb45783f6753078e1ed122602bcbb266aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e89487b95e8f494afbeb9eb21fb29844ec9d62cdc23f08aacde8ac9e70971806",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-22T14:06:26Z",
    "title_canon_sha256": "4d5f559ec0fbbc73963109d14cb2657f60624e35e9158bc0729ab45dabdf8f01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.11751",
    "kind": "arxiv",
    "version": 1
  }
}