Pith Number

pith:BRACNNQI

pith:2019:BRACNNQIGXMFCLTVB4ISOS7EMM

not attested not anchored not stored refs pending

Stochastic approximation with cone-contractive operators: Sharp $\ell_\infty$-bounds for $Q$-learning

Martin J. Wainwright

arxiv:1905.06265 v2 · 2019-05-15 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BRACNNQIGXMFCLTVB4ISOS7EMM}

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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

8 papers in Pith

Toward a Unified Lyapunov-Certified ODE Convergence Analysis of Smooth Q-Learning with p-Norms

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

Corruption-Tolerant Asynchronous Q-Learning with Near-Optimal Rates

Sign-Separated Finite-Time Error Analysis of Q-Learning

Central Limit Theorems for Asynchronous Averaged Q-Learning

Receipt and verification

First computed	2026-05-17T23:42:41.660241Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c4026b60835d8512e750f11274be4630b89f1387f9fe617a9c41692ab6efd4d

Aliases

arxiv: 1905.06265 · arxiv_version: 1905.06265v2 · doi: 10.48550/arxiv.1905.06265 · pith_short_12: BRACNNQIGXMF · pith_short_16: BRACNNQIGXMFCLTV · pith_short_8: BRACNNQI

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/BRACNNQIGXMFCLTVB4ISOS7EMM \
  | 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: 0c4026b60835d8512e750f11274be4630b89f1387f9fe617a9c41692ab6efd4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19f6b7c89245aa485c1021726f02c2e8765b70652c7e6547468c86613852d203",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-15T16:06:30Z",
    "title_canon_sha256": "fcc03765db7c3ce5ae0d7bd3ef59159556c6e995273be4c6dbf0d97e3ecaa4c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.06265",
    "kind": "arxiv",
    "version": 2
  }
}