Pith Number

pith:M3ARRVNQ

pith:2023:M3ARRVNQ25JGFS6272T3UBADO6

not attested not anchored not stored refs pending

Optimal Sample Complexity of Reinforcement Learning for Mixing Discounted Markov Decision Processes

Jose Blanchet, Peter Glynn, Shengbo Wang

arxiv:2302.07477 v3 · 2023-02-15 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{M3ARRVNQ25JGFS6272T3UBADO6}

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Record completeness

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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

Model-Free Robust Average-Reward Reinforcement Learning with Sample Complexity Analysis

Receipt and verification

First computed	2026-07-05T06:55:52.203559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66c118d5b0d75262cbdafea7ba040377b642932e65c2a0790a0c953896e90ea0

Aliases

arxiv: 2302.07477 · arxiv_version: 2302.07477v3 · doi: 10.48550/arxiv.2302.07477 · pith_short_12: M3ARRVNQ25JG · pith_short_16: M3ARRVNQ25JGFS62 · pith_short_8: M3ARRVNQ

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/M3ARRVNQ25JGFS6272T3UBADO6 \
  | 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: 66c118d5b0d75262cbdafea7ba040377b642932e65c2a0790a0c953896e90ea0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3adb1cd3f99964e42788ecb83fec2559bd686d20b7833a441a0155ec2ca03642",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-15T05:43:17Z",
    "title_canon_sha256": "7c1672f6b93c8e05eea80fde89c4cea76ed28c91bef67e9060b4a069b7852903"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07477",
    "kind": "arxiv",
    "version": 3
  }
}