Pith Number

pith:7M433OED

pith:2023:7M433OED6PPSCMGFFE5FSRSCTV

not attested not anchored not stored refs pending

SLowcal-SGD: Slow Query Points Improve Local-SGD for Stochastic Convex Optimization

Kfir Y. Levy, Tehila Dahan

arxiv:2304.04169 v2 · 2023-04-09 · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{7M433OED6PPSCMGFFE5FSRSCTV}

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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

Local Steps Speed Up Local GD for Heterogeneous Distributed Logistic Regression

Receipt and verification

First computed	2026-07-05T10:02:40.332121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb39bdb883f3df2130c5293a5946429d6bd5e08d1d25e089253cf1b321569a14

Aliases

arxiv: 2304.04169 · arxiv_version: 2304.04169v2 · doi: 10.48550/arxiv.2304.04169 · pith_short_12: 7M433OED6PPS · pith_short_16: 7M433OED6PPSCMGF · pith_short_8: 7M433OED

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/7M433OED6PPSCMGFFE5FSRSCTV \
  | 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: fb39bdb883f3df2130c5293a5946429d6bd5e08d1d25e089253cf1b321569a14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "338f8d844d671582e70bcb04505692e01096372cd5e1f0695b0d6e977944e558",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-09T06:10:49Z",
    "title_canon_sha256": "aafe04e8b565ea77ee68e3fd02349b4a3fa6c1573259e91e7330b5f05e513ccf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04169",
    "kind": "arxiv",
    "version": 2
  }
}