Pith Number

pith:YB2SCWL6

pith:2018:YB2SCWL63VVRKH7SAJEYTU454K

not attested not anchored not stored refs pending

A Unified Analysis of Stochastic Momentum Methods for Deep Learning

Qihang Lin, Tianbao Yang, Yan Yan, Yi Yang, Zhe Li

arxiv:1808.10396 v1 · 2018-08-30 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YB2SCWL63VVRKH7SAJEYTU454K}

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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

Perfect Parallelization in Mini-Batch SGD with Classical Momentum Acceleration

Adaptive Memory Momentum via a Model-Based Framework for Deep Learning Optimization

Receipt and verification

First computed	2026-05-18T00:06:48.926092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c07521597edd6b151ff2024989d39de29ee06a84ef0e3487a1bdbe97bd9819c3

Aliases

arxiv: 1808.10396 · arxiv_version: 1808.10396v1 · doi: 10.48550/arxiv.1808.10396 · pith_short_12: YB2SCWL63VVR · pith_short_16: YB2SCWL63VVRKH7S · pith_short_8: YB2SCWL6

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/YB2SCWL63VVRKH7SAJEYTU454K \
  | 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: c07521597edd6b151ff2024989d39de29ee06a84ef0e3487a1bdbe97bd9819c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3acb9d0c436a5b316febc4610f23d356dd615a1634f48bfbe25a48724a160a47",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-30T17:00:03Z",
    "title_canon_sha256": "0e4f9c8bf1141786e090e0c7b55f2b9ccbd59433d611688a5ac61d238c5fcb33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.10396",
    "kind": "arxiv",
    "version": 1
  }
}