Pith Number

pith:OK6OAJFE

pith:2017:OK6OAJFEQLJSXYMK2SGPAKUEVR

not attested not anchored not stored refs pending

Linearly convergent stochastic heavy ball method for minimizing generalization error

Nicolas Loizou, Peter Richt\'arik

arxiv:1710.10737 v2 · 2017-10-30 · math.OC · cs.LG · cs.NA · 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{OK6OAJFEQLJSXYMK2SGPAKUEVR}

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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

Perfect Parallelization in Mini-Batch SGD with Classical Momentum Acceleration

Receipt and verification

First computed	2026-05-18T00:27:18.488194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72bce024a482d32be18ad48cf02a84ac64eeaeb313893293b80825a4e8a520ff

Aliases

arxiv: 1710.10737 · arxiv_version: 1710.10737v2 · doi: 10.48550/arxiv.1710.10737 · pith_short_12: OK6OAJFEQLJS · pith_short_16: OK6OAJFEQLJSXYMK · pith_short_8: OK6OAJFE

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/OK6OAJFEQLJSXYMK2SGPAKUEVR \
  | 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: 72bce024a482d32be18ad48cf02a84ac64eeaeb313893293b80825a4e8a520ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b76cf4a2651cc6e20ae1ef90aca752e6266874a12c343857433f27e8d6fb2203",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2017-10-30T01:49:34Z",
    "title_canon_sha256": "3cf169a9bfe30e2bc46ffff8dd05021d91527f6272b6dcd124370756f128f382"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.10737",
    "kind": "arxiv",
    "version": 2
  }
}