Pith Number

pith:KTOD5XCX

pith:2024:KTOD5XCX7OWLNBEYLHJGTWMQQ7

not attested not anchored not stored refs pending

Towards Universal Performance Modeling for Machine Learning Training on Multi-GPU Platforms

John D. Owens, Louis Feng, Ning Sun, Pallab Bhattacharya, Xizhou Feng, Zhongyi Lin

arxiv:2404.12674 v3 · 2024-04-19 · cs.DC · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KTOD5XCX7OWLNBEYLHJGTWMQQ7}

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

1 paper in Pith

Terabyte-Scale Analytics in the Blink of an Eye

Receipt and verification

First computed	2026-07-05T09:40:16.961464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54dc3edc57fbacb6849859d269d99087faa6ab9e1bb75448d85ff5fae50708b5

Aliases

arxiv: 2404.12674 · arxiv_version: 2404.12674v3 · doi: 10.48550/arxiv.2404.12674 · pith_short_12: KTOD5XCX7OWL · pith_short_16: KTOD5XCX7OWLNBEY · pith_short_8: KTOD5XCX

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/KTOD5XCX7OWLNBEYLHJGTWMQQ7 \
  | 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: 54dc3edc57fbacb6849859d269d99087faa6ab9e1bb75448d85ff5fae50708b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b9483e6b16eb9c8ec6d69d585fadbca3968cb2be96539298f2407e4a04a6820",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-04-19T07:20:33Z",
    "title_canon_sha256": "218769509884b7a34268f4614c6439c104783ab283e7fde988f3dd5e28221478"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12674",
    "kind": "arxiv",
    "version": 3
  }
}