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Pith Number

pith:3BD55P75

pith:2022:3BD55P75BZPNKYNF6GJFMXZSOS
not attested not anchored not stored refs pending

Future-Dependent Value-Based Off-Policy Evaluation in POMDPs

Andrew Bennett, Chengchun Shi, Haruka Kiyohara, Masatoshi Uehara, Nan Jiang, Nathan Kallus, Victor Chernozhukov, Wen Sun

arxiv:2207.13081 v2 · 2022-07-26 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3BD55P75BZPNKYNF6GJFMXZSOS}

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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

Receipt and verification
First computed 2026-07-05T07:12:46.713813Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d847debffd0e5ed561a5f192565f3274bf4048f046c2933e3b8db7d5afbb122a

Aliases

arxiv: 2207.13081 · arxiv_version: 2207.13081v2 · doi: 10.48550/arxiv.2207.13081 · pith_short_12: 3BD55P75BZPN · pith_short_16: 3BD55P75BZPNKYNF · pith_short_8: 3BD55P75
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3BD55P75BZPNKYNF6GJFMXZSOS \
  | 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: d847debffd0e5ed561a5f192565f3274bf4048f046c2933e3b8db7d5afbb122a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d1bd065b0a4a0e3cd72519a503926dd83b07e696a6eb65894d5bc976f23927c6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-26T17:53:29Z",
    "title_canon_sha256": "ffa962c70f7a036c25db66bede114a7a482c7326157052c74897df40d82ee703"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.13081",
    "kind": "arxiv",
    "version": 2
  }
}