Pith Number

pith:H5ITVP2B

pith:2021:H5ITVP2BUDBP5UBM5QXVIQMMS5

not attested not anchored not stored refs pending

A Survey and Empirical Evaluation of Parallel Deep Learning Frameworks

Abhinav Bhatele, Daniel Nichols, Shu-Huai Lin, Siddharth Singh

arxiv:2111.04949 v2 · 2021-11-09 · cs.LG · cs.AI · 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{H5ITVP2BUDBP5UBM5QXVIQMMS5}

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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

2 papers in Pith

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

A Non-Monotone Preconditioned Trust-Region Method for Neural Network Training

Receipt and verification

First computed	2026-07-05T04:36:33.678132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f513abf41a0c2fed02cec2f54418c9747aec2441734f805b59de90e04c0de8c

Aliases

arxiv: 2111.04949 · arxiv_version: 2111.04949v2 · doi: 10.48550/arxiv.2111.04949 · pith_short_12: H5ITVP2BUDBP · pith_short_16: H5ITVP2BUDBP5UBM · pith_short_8: H5ITVP2B

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/H5ITVP2BUDBP5UBM5QXVIQMMS5 \
  | 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: 3f513abf41a0c2fed02cec2f54418c9747aec2441734f805b59de90e04c0de8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e04ccd75d817914fa7d9f8a2cc291ba97d86f59fd3a69ed77e191838ab149a22",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-09T04:24:42Z",
    "title_canon_sha256": "9a8c1ff55333e804e7d1b66a0b64a1e2a06970835f3538078b422e7588d5c730"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.04949",
    "kind": "arxiv",
    "version": 2
  }
}