Pith Number

pith:YA3GP4TF

pith:2025:YA3GP4TFX3PU52XU2UJCQNAXVL

not attested not anchored not stored refs pending

A Non-Asymptotic Theory of Seminorm Lyapunov Stability: From Deterministic to Stochastic Iterative Algorithms

Shaan Ul Haque, Sheng Zhang, Siva Theja Maguluri, Zaiwei Chen, Zhe Zhang

arxiv:2502.14208 v1 · 2025-02-20 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YA3GP4TFX3PU52XU2UJCQNAXVL}

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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

4 papers in Pith

Non-Asymptotic Convergence of Stochastic Iterative Algorithms: A Lyapunov Framework

From Set Convergence to Pointwise Convergence: Finite-Time Guarantees for Average-Reward Q-Learning with Adaptive Stepsizes

Beyond the Bellman Fixed Point: Geometry and Fast Policy Identification in Value Iteration

Bridging the Gap Between Average and Discounted TD Learning

Receipt and verification

First computed	2026-07-05T10:17:22.808180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c03667f265bedf4eeaf4d512283417aaf7ada722d4fa0f434c33b62fad68f917

Aliases

arxiv: 2502.14208 · arxiv_version: 2502.14208v1 · doi: 10.48550/arxiv.2502.14208 · pith_short_12: YA3GP4TFX3PU · pith_short_16: YA3GP4TFX3PU52XU · pith_short_8: YA3GP4TF

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/YA3GP4TFX3PU52XU2UJCQNAXVL \
  | 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: c03667f265bedf4eeaf4d512283417aaf7ada722d4fa0f434c33b62fad68f917

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "328f301ef5960d9503b613c5983ab76a90b52a20c0c570aebfeb3e8eb5465ed1",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-20T02:39:37Z",
    "title_canon_sha256": "93cf6f5fc48a4309887508d0472dbc5697ade276af05e842f9f2323eaf67dd20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14208",
    "kind": "arxiv",
    "version": 1
  }
}