Pith Number

pith:V6CNNA62

pith:2018:V6CNNA62EQUP2E4GIPCTLCVYTF

not attested not anchored not stored refs pending

Measuring the Effects of Data Parallelism on Neural Network Training

Christopher J. Shallue, George E. Dahl, Jaehoon Lee, Jascha Sohl-Dickstein, Joseph Antognini, Roy Frostig

arxiv:1811.03600 v3 · 2018-11-08 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{V6CNNA62EQUP2E4GIPCTLCVYTF}

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Record completeness

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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

10 papers in Pith

Fast Training of Sparse Graph Neural Networks on Dense Hardware

Large Batch Optimization for Deep Learning: Training BERT in 76 minutes

Scaling Laws for Transfer

Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

FinBERT: Financial Sentiment Analysis with Pre-trained Language Models

Receipt and verification

First computed	2026-05-17T23:40:11.470536Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af84d683da2428fd138643c5358ab8997dbc5033c699a428ac49591572a33fe4

Aliases

arxiv: 1811.03600 · arxiv_version: 1811.03600v3 · doi: 10.48550/arxiv.1811.03600 · pith_short_12: V6CNNA62EQUP · pith_short_16: V6CNNA62EQUP2E4G · pith_short_8: V6CNNA62

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/V6CNNA62EQUP2E4GIPCTLCVYTF \
  | 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: af84d683da2428fd138643c5358ab8997dbc5033c699a428ac49591572a33fe4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ee94773d8b6409a453d0a2dee0807d4c324aef47147aa89d0714a2f9ed70de8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-08T18:33:41Z",
    "title_canon_sha256": "87c9b0b90d6e6dccdc89efa87f504f0c1fb4c23813f1649f41dc06388b38c93e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.03600",
    "kind": "arxiv",
    "version": 3
  }
}