Pith Number

pith:J3BDTUR7

pith:2022:J3BDTUR7CWF32ID36UEKBJOMJ4

not attested not anchored not stored refs pending

Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework

Defeng Sun, Shuai Wang, Tony Q. S. Quek, Tsung-Hui Chang, Yanqing Xu, Zhiguo Wang

arxiv:2212.01519 v3 · 2022-12-03 · 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{J3BDTUR7CWF32ID36UEKBJOMJ4}

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

Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review

Receipt and verification

First computed	2026-07-05T05:34:04.503695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ec239d23f158bbd207bf508a0a5cc4f3874f9b72c485fb29c8cc46ebf80ea2a

Aliases

arxiv: 2212.01519 · arxiv_version: 2212.01519v3 · doi: 10.48550/arxiv.2212.01519 · pith_short_12: J3BDTUR7CWF3 · pith_short_16: J3BDTUR7CWF32ID3 · pith_short_8: J3BDTUR7

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/J3BDTUR7CWF32ID36UEKBJOMJ4 \
  | 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: 4ec239d23f158bbd207bf508a0a5cc4f3874f9b72c485fb29c8cc46ebf80ea2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f904604319fd313136a418354553b953e85e410f3343e11ebf786beb372aa6e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-03T03:27:51Z",
    "title_canon_sha256": "5f22b1349863a51c162e0b55884b902f328162563e1fd1235d207a128bc274fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01519",
    "kind": "arxiv",
    "version": 3
  }
}