Pith Number

pith:5ZCLTWSE

pith:2022:5ZCLTWSEVZB7USCX5MY3IXPFG6

not attested not anchored not stored refs pending

Stochastic first-order methods for average-reward Markov decision processes

Feiyang Wu, Guanghui Lan, Tianjiao Li

arxiv:2205.05800 v6 · 2022-05-11 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5ZCLTWSEVZB7USCX5MY3IXPFG6}

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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

Average-Reward Soft Actor-Critic

Receipt and verification

First computed	2026-07-05T09:12:51.801182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee44b9da44ae43fa4857eb31b45de537a5b41d8180da2661b015a184d8bf256a

Aliases

arxiv: 2205.05800 · arxiv_version: 2205.05800v6 · doi: 10.48550/arxiv.2205.05800 · pith_short_12: 5ZCLTWSEVZB7 · pith_short_16: 5ZCLTWSEVZB7USCX · pith_short_8: 5ZCLTWSE

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/5ZCLTWSEVZB7USCX5MY3IXPFG6 \
  | 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: ee44b9da44ae43fa4857eb31b45de537a5b41d8180da2661b015a184d8bf256a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fa5d474a84062fac8b4315df1672e739237ff4a1e373cd4d83faa5e11cbc88a",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-11T23:02:46Z",
    "title_canon_sha256": "55f742a61e8d4edb5f064e867e1e9df4e2c7cfb51dda05bd4d7ecdd6e9e0a647"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.05800",
    "kind": "arxiv",
    "version": 6
  }
}