Pith Number

pith:Y7RMARKN

pith:2024:Y7RMARKNK5TPSAVWDRPLJNRCSG

not attested not anchored not stored refs pending

Forecasting GPU Performance for Deep Learning Training and Inference

Amar Phanishayee, Divya Mahajan, Seonho Lee

arxiv:2407.13853 v3 · 2024-07-18 · 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{Y7RMARKNK5TPSAVWDRPLJNRCSG}

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

A Survey of End-to-End Modeling for Distributed DNN Training: Workloads, Simulators, and TCO

Receipt and verification

First computed	2026-07-05T09:47:56.026656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7e2c0454d5766f902b61c5eb4b62291a14c0a9e623c570532c88f84680ad6bb

Aliases

arxiv: 2407.13853 · arxiv_version: 2407.13853v3 · doi: 10.48550/arxiv.2407.13853 · pith_short_12: Y7RMARKNK5TP · pith_short_16: Y7RMARKNK5TPSAVW · pith_short_8: Y7RMARKN

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/Y7RMARKNK5TPSAVWDRPLJNRCSG \
  | 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: c7e2c0454d5766f902b61c5eb4b62291a14c0a9e623c570532c88f84680ad6bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee86f9d5bfdd43231409013c026e261a7c0d1c729b2a08a032e25e262776bcfe",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-18T18:47:52Z",
    "title_canon_sha256": "c781980cd79cb61ce433cd1496892a94fa8f29f0db132e57e95abb084b38d518"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.13853",
    "kind": "arxiv",
    "version": 3
  }
}