Pith Number

pith:VLYUJEJZ

pith:2022:VLYUJEJZIZ3UAVXBUSK2U5MLZQ

not attested not anchored not stored refs pending

The Role of Coverage in Online Reinforcement Learning

Dylan J. Foster, Nan Jiang, Sham M. Kakade, Tengyang Xie, Yu Bai

arxiv:2210.04157 v1 · 2022-10-09 · cs.LG · cs.AI · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VLYUJEJZIZ3UAVXBUSK2U5MLZQ}

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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

4 papers in Pith

Fitted Occupancy-Ratio Evaluation without Bellman Completeness

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

Online KL-Regularized Reinforcement Learning with Function Approximation under Misspecification

Towards Differentially Private Reinforcement Learning with General Function Approximation

Receipt and verification

First computed	2026-07-05T05:04:36.895506Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaf144913946774056e1a495aa758bcc3ab7228054b6e1e79d30ea952960f336

Aliases

arxiv: 2210.04157 · arxiv_version: 2210.04157v1 · doi: 10.48550/arxiv.2210.04157 · pith_short_12: VLYUJEJZIZ3U · pith_short_16: VLYUJEJZIZ3UAVXB · pith_short_8: VLYUJEJZ

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/VLYUJEJZIZ3UAVXBUSK2U5MLZQ \
  | 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: aaf144913946774056e1a495aa758bcc3ab7228054b6e1e79d30ea952960f336

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f08c3bb04d9283538ed9b5048b00498e75c8c9b1425eb44bd21bdce621bbe3a2",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-09T03:50:05Z",
    "title_canon_sha256": "aa4f44cd6a444e4d81c23eee7751df9d263ce9688554c9007471846f303fc45b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.04157",
    "kind": "arxiv",
    "version": 1
  }
}