Pith Number

pith:33COF5SI

pith:2025:33COF5SI7OY6EBBJUSVXMMS7SX

not attested not anchored not stored refs pending

Machine Learning Fleet Efficiency: Analyzing and Optimizing Large-Scale Google TPU Systems with ML Productivity Goodput

Arissa Wongpanich, Jose Baiocchi Paredes, Naveen Kumar, Phitchaya Mangpo Phothilimthana, Ritwika Mitra, Tayo Oguntebi, Vijay Janapa Reddi, Yu Emma Wang, Zongwei Zhou

arxiv:2502.06982 v2 · 2025-02-10 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{33COF5SI7OY6EBBJUSVXMMS7SX}

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

AcOrch: Accelerating Sampling-based GNN Training under CPU-NPU Heterogeneous Environments

Receipt and verification

First computed	2026-07-05T10:51:32.641892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dec4e2f648fbb1e20429a4ab76325f95d3394a0b78a33c4abfe309f6fe9c299c

Aliases

arxiv: 2502.06982 · arxiv_version: 2502.06982v2 · doi: 10.48550/arxiv.2502.06982 · pith_short_12: 33COF5SI7OY6 · pith_short_16: 33COF5SI7OY6EBBJ · pith_short_8: 33COF5SI

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/33COF5SI7OY6EBBJUSVXMMS7SX \
  | 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: dec4e2f648fbb1e20429a4ab76325f95d3394a0b78a33c4abfe309f6fe9c299c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99bf5062e7d92724d874e2c29d56ca2ba084e5b4220d137b08e359bece5993d3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T19:20:02Z",
    "title_canon_sha256": "9728265c82650911c4e3ee311a786a012cfe439f47fd3f4f62c6b263df02632d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06982",
    "kind": "arxiv",
    "version": 2
  }
}