Pith Number

pith:R2ZYQM2H

pith:2023:R2ZYQM2HNBAAUUWUNX5EAVV7R2

not attested not anchored not stored refs pending

Online Estimation and Inference for Robust Policy Evaluation in Reinforcement Learning

Jiyuan Tu, Weidong Liu, Xi Chen, Yichen Zhang

arxiv:2310.02581 v2 · 2023-10-04 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R2ZYQM2HNBAAUUWUNX5EAVV7R2}

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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

Demystifying the Paradox of Importance Sampling with an Estimated History-Dependent Behavior Policy in Off-Policy Evaluation

Receipt and verification

First computed	2026-07-05T10:21:56.173017Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8eb388334768400a52d46dfa4056bf8e95fcef20fe3520e99e7a12f3d5d00ed4

Aliases

arxiv: 2310.02581 · arxiv_version: 2310.02581v2 · doi: 10.48550/arxiv.2310.02581 · pith_short_12: R2ZYQM2HNBAA · pith_short_16: R2ZYQM2HNBAAUUWU · pith_short_8: R2ZYQM2H

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/R2ZYQM2HNBAAUUWUNX5EAVV7R2 \
  | 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: 8eb388334768400a52d46dfa4056bf8e95fcef20fe3520e99e7a12f3d5d00ed4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e3fd3054030f0dab428672f5d1b6a4289a22868dc11a9983a87ffb3464cc1a8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-04T04:57:35Z",
    "title_canon_sha256": "dda3172ca76ec0e0be1867c175088b91c878c252f8b5d5a9aa74acc0598782ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02581",
    "kind": "arxiv",
    "version": 2
  }
}