Pith Number

pith:AOQRWIFL

pith:2021:AOQRWIFLT6M2UUWI63HJEJCFZ6

not attested not anchored not stored refs pending

Proximal Reinforcement Learning: Efficient Off-Policy Evaluation in Partially Observed Markov Decision Processes

Andrew Bennett, Nathan Kallus

arxiv:2110.15332 v2 · 2021-10-28 · cs.LG · math.OC · math.ST · stat.ML · 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{AOQRWIFLT6M2UUWI63HJEJCFZ6}

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

Off-Policy Evaluation for Missingness-Aware Policies in MDPs with Rewards Missing Not at Random

Receipt and verification

First computed	2026-07-05T05:53:46.899282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03a11b20ab9f99aa52c8f6ce922445cf971b0047d605186afcc497ba43bcd278

Aliases

arxiv: 2110.15332 · arxiv_version: 2110.15332v2 · doi: 10.48550/arxiv.2110.15332 · pith_short_12: AOQRWIFLT6M2 · pith_short_16: AOQRWIFLT6M2UUWI · pith_short_8: AOQRWIFL

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/AOQRWIFLT6M2UUWI63HJEJCFZ6 \
  | 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: 03a11b20ab9f99aa52c8f6ce922445cf971b0047d605186afcc497ba43bcd278

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6792b1fbd4a09c99957f0b88927e550174aa2f6c399e91c295685215e9ea2227",
    "cross_cats_sorted": [
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-28T17:46:14Z",
    "title_canon_sha256": "cb511ff778f046679a0a09e2aac845c3e069655e8824fc1871a4221ffbad4f02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.15332",
    "kind": "arxiv",
    "version": 2
  }
}