Pith Number

pith:J655K2KR

pith:2019:J655K2KRI7DJHF4SOFYZCQRRE5

not attested not anchored not stored refs pending

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

Cho-Jui Hsieh, James Demmel, Jing Li, Jonathan Hseu, Kurt Keutzer, Sanjiv Kumar, Sashank Reddi, Srinadh Bhojanapalli, Xiaodan Song, Yang You

arxiv:1904.00962 v5 · 2019-04-01 · cs.LG · cs.AI · cs.CL · 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{J655K2KRI7DJHF4SOFYZCQRRE5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

27 papers in Pith

Scene Reconstruction as Mapping Priors for 3D Detection

Deep Optimizer States: Towards Scalable Training of Transformer Models Using Interleaved Offloading

Spectral-Adaptive Modulation Networks for Visual Perception

A Physics-Inspired Optimizer: Velocity Regularized Adam

One LR Doesn't Fit All: Heavy-Tail Guided Layerwise Learning Rates for LLMs

Receipt and verification

First computed	2026-05-21T21:29:48.720470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fbbd5695147c693979271719142312751c3535b842a03f4c428753a52087fea

Aliases

arxiv: 1904.00962 · arxiv_version: 1904.00962v5 · doi: 10.48550/arxiv.1904.00962 · pith_short_12: J655K2KRI7DJ · pith_short_16: J655K2KRI7DJHF4S · pith_short_8: J655K2KR

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/J655K2KRI7DJHF4SOFYZCQRRE5 \
  | 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: 4fbbd5695147c693979271719142312751c3535b842a03f4c428753a52087fea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85b43dc17abea7dc1561a9470fd799224beb337b037b437a99d04548d290b798",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-01T16:53:35Z",
    "title_canon_sha256": "a5caf378a4c2dd1dd9eac4879099bbb0eb0311ed2a0c2f9f2217d21148ad731e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.00962",
    "kind": "arxiv",
    "version": 5
  }
}