Pith Number

pith:D3TNS7BB

pith:2023:D3TNS7BB4RUEDA2GEAIMZY2MOR

not attested not anchored not stored refs pending

Optimal Sample Complexity for Average Reward Markov Decision Processes

Jose Blanchet, Peter Glynn, Shengbo Wang

arxiv:2310.08833 v2 · 2023-10-13 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D3TNS7BB4RUEDA2GEAIMZY2MOR}

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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

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

Receipt and verification

First computed	2026-07-05T07:44:20.695674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ee6d97c21e4684183462010cce34c745012cbbec9f21cab79e22f399f947bba

Aliases

arxiv: 2310.08833 · arxiv_version: 2310.08833v2 · doi: 10.48550/arxiv.2310.08833 · pith_short_12: D3TNS7BB4RUE · pith_short_16: D3TNS7BB4RUEDA2G · pith_short_8: D3TNS7BB

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/D3TNS7BB4RUEDA2GEAIMZY2MOR \
  | 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: 1ee6d97c21e4684183462010cce34c745012cbbec9f21cab79e22f399f947bba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9106fc35f3fa469e52c77a3190d4b7df33f43703be10fb508e26ed071f15c22",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-13T03:08:59Z",
    "title_canon_sha256": "d0683fdc8b822ec2888c4a1a3f835ce60a37860301789a03ff931934c35cdc27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08833",
    "kind": "arxiv",
    "version": 2
  }
}