Pith Number

pith:O6QLXAO7

pith:2019:O6QLXAO7NBPAWJLJJPC7VYWYSK

not attested not anchored not stored refs pending

Improving the convergence of SGD through adaptive batch sizes

Scott Sievert, Shrey Shah

arxiv:1910.08222 v4 · 2019-10-18 · cs.LG · math.OC · 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{O6QLXAO7NBPAWJLJJPC7VYWYSK}

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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

Convergence of Riemannian Stochastic Gradient Descents: Varying Batch Sizes And Nonstandard Batch Forming

Receipt and verification

First computed	2026-07-05T06:54:52.523473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77a0bb81df685e0b25694bc5fae2d89290e3fd3010fd30f6cb73ea55d8d98737

Aliases

arxiv: 1910.08222 · arxiv_version: 1910.08222v4 · doi: 10.48550/arxiv.1910.08222 · pith_short_12: O6QLXAO7NBPA · pith_short_16: O6QLXAO7NBPAWJLJ · pith_short_8: O6QLXAO7

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/O6QLXAO7NBPAWJLJJPC7VYWYSK \
  | 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: 77a0bb81df685e0b25694bc5fae2d89290e3fd3010fd30f6cb73ea55d8d98737

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a916656f5ce097fb78f48a436907b60de10f04ddd4dd130cd65b995e38ae303f",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-18T01:45:03Z",
    "title_canon_sha256": "d7471110f9b91c72c8d2036fae278846a26cc70b844399bc85cbf7b4ce6764ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.08222",
    "kind": "arxiv",
    "version": 4
  }
}