Pith Number

pith:5XCC3MLW

pith:2017:5XCC3MLWQZ263C3L2O54KO3NW6

not attested not anchored not stored refs pending

Scale out for large minibatch SGD: Residual network training on ImageNet-1K with improved accuracy and reduced time to train

Damian Podareanu, Valeriu Codreanu, Vikram Saletore

arxiv:1711.04291 v2 · 2017-11-12 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5XCC3MLWQZ263C3L2O54KO3NW6}

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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

2 papers in Pith

Gradient Noise Convolution (GNC): Smoothing Loss Function for Distributed Large-Batch SGD

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

Receipt and verification

First computed	2026-05-18T00:30:27.508251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edc42db1768675ed8b6bd3bbc53b6db7a371452aa2537020f10df5ff4fe01fbc

Aliases

arxiv: 1711.04291 · arxiv_version: 1711.04291v2 · doi: 10.48550/arxiv.1711.04291 · pith_short_12: 5XCC3MLWQZ26 · pith_short_16: 5XCC3MLWQZ263C3L · pith_short_8: 5XCC3MLW

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/5XCC3MLWQZ263C3L2O54KO3NW6 \
  | 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: edc42db1768675ed8b6bd3bbc53b6db7a371452aa2537020f10df5ff4fe01fbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e35d06f6d50ddd4e7cbaa12e98c10462940caa11202013b1d821e8fb8c698df",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-11-12T13:26:31Z",
    "title_canon_sha256": "8bc92824a05fd137e0be22f7a6f515e44e9acfe3ba18d4fd5efc1a78586bf1ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.04291",
    "kind": "arxiv",
    "version": 2
  }
}