Pith Number

pith:6R25VUJ7

pith:2022:6R25VUJ7AMEXHXO5TYXYLJ2Y47

not attested not anchored not stored refs pending

Near Sample-Optimal Reduction-based Policy Learning for Average Reward MDP

Jinghan Wang, Lin F. Yang, Mengdi Wang

arxiv:2212.00603 v1 · 2022-12-01 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6R25VUJ7AMEXHXO5TYXYLJ2Y47}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Learning in Markovian bandits with non-observable states and constrained decision epochs

A Minimal-Assumption Analysis of Q-Learning with Time-Varying Policies

Receipt and verification

First computed	2026-07-05T05:21:36.022658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f475dad13f030973dddd9e2f85a758e7c069e38861ac5a117780d979c69d58a3

Aliases

arxiv: 2212.00603 · arxiv_version: 2212.00603v1 · doi: 10.48550/arxiv.2212.00603 · pith_short_12: 6R25VUJ7AMEX · pith_short_16: 6R25VUJ7AMEXHXO5 · pith_short_8: 6R25VUJ7

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/6R25VUJ7AMEXHXO5TYXYLJ2Y47 \
  | 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: f475dad13f030973dddd9e2f85a758e7c069e38861ac5a117780d979c69d58a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d1774501a6a522a25769eda6acb4f4af687fc8674a5a4a564ab712ec91af3be",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-01T15:57:58Z",
    "title_canon_sha256": "14142370df77e2bf28cfaeb11b2e53f1e283ea4c6a14d64f1ac974e434933825"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.00603",
    "kind": "arxiv",
    "version": 1
  }
}