Pith Number

pith:NZJQARV2

pith:2019:NZJQARV2YV5TKPSFKIT5BHZQ3V

not attested not anchored not stored refs pending

MLPerf Training Benchmark

Andrew Hock, Atsushi Ike, Bill Jia, Carole-Jean Wu, Christine Cheng, Cliff Young, Cody Coleman, Daniel Kang, David Brooks, David Kanter, David Patterson, Debojyoti Dutta, Deepak Narayanan, Dehao Chen, Gennady Pekhimenko, Greg Diamos, Guokai Ma, Gu-Yeon Wei, Hanlin Tang, Jeffery Liao, Kim Hazelwood, Lillian Pentecost, Lingjie Xu, Masafumi Yamazaki, Matei Zaharia, Naveen Kumar, Paulius Micikevicius, Peter Bailis, Peter Mattson, Taylor Robie, Tayo Oguntebi, Tom St. John, Tsuguchika Tabaru, Udit Gupta, Victor Bittorf, Vijay Janapa Reddi, Xinyuan Huang

arxiv:1910.01500 v3 · 2019-10-02 · cs.LG · cs.PF · 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{NZJQARV2YV5TKPSFKIT5BHZQ3V}

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

4 papers in Pith

StageFrontier: Synchronization-Aware Stage Accounting for Distributed ML Training

Instant GPU Efficiency Visibility at Fleet Scale

Benchmarking Compound AI Applications for Hardware-Software Co-Design

Measurement of Generative AI Workload Power Profiles for Whole-Facility Data Center Infrastructure Planning

Receipt and verification

First computed	2026-07-05T00:44:56.895016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e530046bac57b353e455227d09f30dd714839e3e8a610cb059d5feae618d44b

Aliases

arxiv: 1910.01500 · arxiv_version: 1910.01500v3 · doi: 10.48550/arxiv.1910.01500 · pith_short_12: NZJQARV2YV5T · pith_short_16: NZJQARV2YV5TKPSF · pith_short_8: NZJQARV2

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/NZJQARV2YV5TKPSFKIT5BHZQ3V \
  | 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: 6e530046bac57b353e455227d09f30dd714839e3e8a610cb059d5feae618d44b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88c2e13578deabfbd481a71fc5739ddfe0ca18cc7afca6a81010b621507e7f01",
    "cross_cats_sorted": [
      "cs.PF",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-02T17:55:34Z",
    "title_canon_sha256": "07068d74d01dcb0ac97e97c933b80b218fdbe716a42d1ff6c4c823a54fd92516"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.01500",
    "kind": "arxiv",
    "version": 3
  }
}