Pith Number

pith:NVXN6AHX

pith:2019:NVXN6AHX3KCMNDF5MHALTPWY4U

not attested not anchored not stored refs pending

Large-Batch Training for LSTM and Beyond

Cho-Jui Hsieh, Chris Ying, James Demmel, Jonathan Hseu, Kurt Keutzer, Yang You

arxiv:1901.08256 v1 · 2019-01-24 · 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{NVXN6AHX3KCMNDF5MHALTPWY4U}

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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

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

Receipt and verification

First computed	2026-05-17T23:55:37.535960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d6edf00f7da84c68cbd61c0b9bed8e53dbaa5c5f01f66f9b46e49f92cdf1268

Aliases

arxiv: 1901.08256 · arxiv_version: 1901.08256v1 · doi: 10.48550/arxiv.1901.08256 · pith_short_12: NVXN6AHX3KCM · pith_short_16: NVXN6AHX3KCMNDF5 · pith_short_8: NVXN6AHX

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/NVXN6AHX3KCMNDF5MHALTPWY4U \
  | 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: 6d6edf00f7da84c68cbd61c0b9bed8e53dbaa5c5f01f66f9b46e49f92cdf1268

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b772176406a896fa060829877a270ffb9bbd53959c23814ce580be078bc54a53",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-24T07:10:33Z",
    "title_canon_sha256": "ffa2a8d9e282bbbc965231335e3c28a6dfe46f144c828d265925ed9c141d8335"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.08256",
    "kind": "arxiv",
    "version": 1
  }
}