Pith Number

pith:L6XYRLU5

pith:2023:L6XYRLU57GEB4WUEHQMSFCJLGK

not attested not anchored not stored refs pending

Momentum Benefits Non-IID Federated Learning Simply and Provably

Kun Yuan, Pengfei Wu, Xinmeng Huang, Ziheng Cheng

arxiv:2306.16504 v3 · 2023-06-28 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L6XYRLU57GEB4WUEHQMSFCJLGK}

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

4 papers in Pith

Local MixVR: Breaking the Communication-Sample Dependence in Distributed Learning

FedSLoP: Memory-Efficient Federated Learning with Low-Rank Gradient Projection

Accelerating Optimization and Machine Learning through Decentralization

Receipt and verification

First computed	2026-07-05T07:52:10.643557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5faf88ae9df9881e5a843c1922892b3282629f6e45932c3ab8ddb2c9bbf1ff38

Aliases

arxiv: 2306.16504 · arxiv_version: 2306.16504v3 · doi: 10.48550/arxiv.2306.16504 · pith_short_12: L6XYRLU57GEB · pith_short_16: L6XYRLU57GEB4WUE · pith_short_8: L6XYRLU5

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/L6XYRLU57GEB4WUEHQMSFCJLGK \
  | 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: 5faf88ae9df9881e5a843c1922892b3282629f6e45932c3ab8ddb2c9bbf1ff38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e71e3a5d8bbe131c12a3546fcc7bf074b4fdb7b663c06f3e6e3339f024164c1f",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-28T18:52:27Z",
    "title_canon_sha256": "b3f9d34af2883e2ce6017ac825c3e576193d03a8a45488520eec3ea01c128625"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.16504",
    "kind": "arxiv",
    "version": 3
  }
}