Pith Number

pith:2K6OGPYY

pith:2023:2K6OGPYYXNSTHNDTYJ446AANJB

not attested not anchored not stored refs pending

Convergence Rates for Stochastic Approximation: Biased Noise with Unbounded Variance, and Applications

M. Vidyasagar, Rajeeva L. Karandikar

arxiv:2312.02828 v4 · 2023-12-05 · stat.ML · cs.LG · math.OC · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2K6OGPYYXNSTHNDTYJ446AANJB}

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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

Convergence of Momentum-Based Optimization Algorithms with Time-Varying Parameters

Receipt and verification

First computed	2026-07-05T09:10:29.635129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2bce33f18bb6533b473c279cf000d486ef95901a657871d02118bcde016194f

Aliases

arxiv: 2312.02828 · arxiv_version: 2312.02828v4 · doi: 10.48550/arxiv.2312.02828 · pith_short_12: 2K6OGPYYXNST · pith_short_16: 2K6OGPYYXNSTHNDT · pith_short_8: 2K6OGPYY

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/2K6OGPYYXNSTHNDTYJ446AANJB \
  | 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: d2bce33f18bb6533b473c279cf000d486ef95901a657871d02118bcde016194f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "317c4344ffeaab8fe2611cfbbd7429cc081dd680b8bd83fe70a62a29aaf3a79c",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-12-05T15:22:39Z",
    "title_canon_sha256": "d7e17b8de06ac709b0ff3162fb50a5013042b4b866a2325b6989cb8c26cd458d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02828",
    "kind": "arxiv",
    "version": 4
  }
}