Pith Number

pith:FKR5TQVG

pith:2022:FKR5TQVGICYIT2DCXERQDSYAWH

not attested not anchored not stored refs pending

An Analysis of Collocation on GPUs for Deep Learning Training

Ehsan Yousefzadeh-Asl-Miandoab, P{\i}nar T\"oz\"un, Ties Robroek

arxiv:2209.06018 v3 · 2022-09-13 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FKR5TQVGICYIT2DCXERQDSYAWH}

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

PREBA: A Hardware/Software Co-Design for Multi-Instance GPU based AI Inference Servers

Receipt and verification

First computed	2026-07-05T06:03:25.393244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2aa3d9c2a640b089e862b92301cb00b1f3a45987385fcd3638d9a3217ccca71e

Aliases

arxiv: 2209.06018 · arxiv_version: 2209.06018v3 · doi: 10.48550/arxiv.2209.06018 · pith_short_12: FKR5TQVGICYI · pith_short_16: FKR5TQVGICYIT2DC · pith_short_8: FKR5TQVG

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/FKR5TQVGICYIT2DCXERQDSYAWH \
  | 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: 2aa3d9c2a640b089e862b92301cb00b1f3a45987385fcd3638d9a3217ccca71e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be5baefed14b9ecc70bcdc6b493d699b03e99c336e5f1b6f1d495656ad5f7bc5",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-13T14:13:06Z",
    "title_canon_sha256": "e59cfb53bfd60688810ebeab6361a4551ee2a1aae884d19345ab0fb6aa54aa95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.06018",
    "kind": "arxiv",
    "version": 3
  }
}