Pith Number

pith:YX4MBSLA

pith:2022:YX4MBSLAOH64DP4MUFDKMUVSSB

not attested not anchored not stored refs pending

Settling the Sample Complexity of Model-Based Offline Reinforcement Learning

Gen Li, Laixi Shi, Yuejie Chi, Yuting Wei, Yuxin Chen

arxiv:2204.05275 v4 · 2022-04-11 · stat.ML · cs.IT · cs.LG · cs.SY · eess.SY · math.IT · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YX4MBSLAOH64DP4MUFDKMUVSSB}

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

1 paper in Pith

Robust Average-Reward Markov Decision Processes: Minimax-Optimal Learning via Plug-in Reductions

Receipt and verification

First computed	2026-07-05T07:53:45.550865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5f8c0c96071fdc1bf8ca146a652b2906de536a8dc67f90ce9867ac27ab34ae0

Aliases

arxiv: 2204.05275 · arxiv_version: 2204.05275v4 · doi: 10.48550/arxiv.2204.05275 · pith_short_12: YX4MBSLAOH64 · pith_short_16: YX4MBSLAOH64DP4M · pith_short_8: YX4MBSLA

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/YX4MBSLAOH64DP4MUFDKMUVSSB \
  | 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: c5f8c0c96071fdc1bf8ca146a652b2906de536a8dc67f90ce9867ac27ab34ae0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4252a1c1d4a2466b098a22b288e441611e10a89515563d4c4535a1ea9b906da6",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "cs.SY",
      "eess.SY",
      "math.IT",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-04-11T17:26:19Z",
    "title_canon_sha256": "f15928b4b802fea31581e4f2c315666f093a2d999a0b8dff58015ad641ed4f07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.05275",
    "kind": "arxiv",
    "version": 4
  }
}