Pith Number

pith:DZQXKBJW

pith:2023:DZQXKBJWHDIKLO3KL2AT2WTYOJ

not attested not anchored not stored refs pending

Stochastic Controlled Averaging for Federated Learning with Communication Compression

Ping Li, Xiaoyun Li, Xinmeng Huang

arxiv:2308.08165 v2 · 2023-08-16 · math.OC · cs.DC · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZQXKBJWHDIKLO3KL2AT2WTYOJ}

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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

Towards the efficacy of federated prediction for epidemics on networks

Receipt and verification

First computed	2026-07-05T08:05:50.004182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e6175053638d0a5bb6a5e813d5a7872550ddab8935e4740354cb52408e40d12

Aliases

arxiv: 2308.08165 · arxiv_version: 2308.08165v2 · doi: 10.48550/arxiv.2308.08165 · pith_short_12: DZQXKBJWHDIK · pith_short_16: DZQXKBJWHDIKLO3K · pith_short_8: DZQXKBJW

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/DZQXKBJWHDIKLO3KL2AT2WTYOJ \
  | 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: 1e6175053638d0a5bb6a5e813d5a7872550ddab8935e4740354cb52408e40d12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89bf6cb59d6bbdfa590b72f0f3d0555d6006c6c793d0740f7e47011a1588e751",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-08-16T06:35:36Z",
    "title_canon_sha256": "00d81d97d1ded29f218cddebd99967f946ddbf02ea6b557bcb2faec6b07bce7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.08165",
    "kind": "arxiv",
    "version": 2
  }
}