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Pith Number

pith:D5ZPEWGM

pith:2019:D5ZPEWGM2QBMBO6HHIVYFGEFRU
not attested not anchored not stored refs pending

Normal Approximation for Stochastic Gradient Descent via Non-Asymptotic Rates of Martingale CLT

Andreas Anastasiou, Krishnakumar Balasubramanian, Murat A. Erdogdu

arxiv:1904.02130 v1 · 2019-04-03 · math.ST · math.OC · math.PR · stat.ML · stat.TH

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D5ZPEWGM2QBMBO6HHIVYFGEFRU}

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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.
Receipt and verification
First computed 2026-05-17T23:49:28.399061Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1f72f258ccd402c0bbc73a2b8298858d33220bee5b245f30d84a4c88d485d22d

Aliases

arxiv: 1904.02130 · arxiv_version: 1904.02130v1 · doi: 10.48550/arxiv.1904.02130 · pith_short_12: D5ZPEWGM2QBM · pith_short_16: D5ZPEWGM2QBMBO6H · pith_short_8: D5ZPEWGM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D5ZPEWGM2QBMBO6HHIVYFGEFRU \
  | 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: 1f72f258ccd402c0bbc73a2b8298858d33220bee5b245f30d84a4c88d485d22d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "edc5810ea13ed4c19883e355edc7cf08dc78263f6668898ac000f7cf5f4c249f",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2019-04-03T17:47:46Z",
    "title_canon_sha256": "af842c80245fb440b26c3094c6136605574a93b87bb398194c78f98275322e67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.02130",
    "kind": "arxiv",
    "version": 1
  }
}