Pith Number

pith:ESEOWBMP

pith:2023:ESEOWBMP2DXL6GUTM32HYJWWVY

not attested not anchored not stored refs pending

Performance and Energy Consumption of Parallel Machine Learning Algorithms

Preston Brazzle, Stephen Cahoon, Xidong Wu

arxiv:2305.00798 v1 · 2023-05-01 · cs.DC · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ESEOWBMP2DXL6GUTM32HYJWWVY}

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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

The Energy Consumption of Transformer Fine-Tuning: A Roofline-Inspired Scaling Model

Receipt and verification

First computed	2026-07-05T06:05:45.312039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2488eb058fd0eebf1a9366f47c26d6ae394225c335e3adbc6022b3486123bbe2

Aliases

arxiv: 2305.00798 · arxiv_version: 2305.00798v1 · doi: 10.48550/arxiv.2305.00798 · pith_short_12: ESEOWBMP2DXL · pith_short_16: ESEOWBMP2DXL6GUT · pith_short_8: ESEOWBMP

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/ESEOWBMP2DXL6GUTM32HYJWWVY \
  | 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: 2488eb058fd0eebf1a9366f47c26d6ae394225c335e3adbc6022b3486123bbe2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d0b2efbe06c6e64625f5d2107e079b84ab13c59d40de282d0b3cc53c8ea0271",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-05-01T13:04:39Z",
    "title_canon_sha256": "dba26a0e12d9d387a37c851e809f7dc03b16a91d0a4c5c4cfb90854faf83e088"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.00798",
    "kind": "arxiv",
    "version": 1
  }
}