Pith Number

pith:Z44WVPGA

pith:2022:Z44WVPGAXBITEE3J7OWENAGEFP

not attested not anchored not stored refs pending

Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes

Dongruo Zhou, Heyang Zhao, Jiafan He, Quanquan Gu

arxiv:2212.06132 v3 · 2022-12-12 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z44WVPGAXBITEE3J7OWENAGEFP}

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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

Quantile of Means: A Bonus-Free Ensemble Method for Minimax Optimal Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:08:54.046571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf396abcc0b851321369fbac4680c42bf2b6b521e86d5637ad4e8c5e0e2af6b6

Aliases

arxiv: 2212.06132 · arxiv_version: 2212.06132v3 · doi: 10.48550/arxiv.2212.06132 · pith_short_12: Z44WVPGAXBIT · pith_short_16: Z44WVPGAXBITEE3J · pith_short_8: Z44WVPGA

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/Z44WVPGAXBITEE3J7OWENAGEFP \
  | 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: cf396abcc0b851321369fbac4680c42bf2b6b521e86d5637ad4e8c5e0e2af6b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b888dd2053927d29c4db4c78605ad6f186441dc0f3de03113730f006b8ea840",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-12T18:58:59Z",
    "title_canon_sha256": "eeb2e66a4900862a5a47f25828e09855c586e1cf93a2a2493f147821431ebe48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06132",
    "kind": "arxiv",
    "version": 3
  }
}