Pith Number

pith:HMDN7SCH

pith:2022:HMDN7SCH4MFJSFXVEHFSETLHQT

not attested not anchored not stored refs pending

Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes

Michael R. Kosorok, Yanxun Xu, Zhaoran Wang, Zhengling Qi, Zhuoran Yang, Zuyue Fu

arxiv:2209.08666 v1 · 2022-09-18 · cs.LG · stat.ME

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\usepackage{pith}
\pithnumber{HMDN7SCH4MFJSFXVEHFSETLHQT}

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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

Two-way Deconfounder for Off-policy Evaluation in Causal Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:58:44.192942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b06dfc847e30a9916f521cb224d6784d40e6d5fea4e4e866c178bafaf493834

Aliases

arxiv: 2209.08666 · arxiv_version: 2209.08666v1 · doi: 10.48550/arxiv.2209.08666 · pith_short_12: HMDN7SCH4MFJ · pith_short_16: HMDN7SCH4MFJSFXV · pith_short_8: HMDN7SCH

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/HMDN7SCH4MFJSFXVEHFSETLHQT \
  | 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: 3b06dfc847e30a9916f521cb224d6784d40e6d5fea4e4e866c178bafaf493834

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "160c033d5a05fcad4fe9466df41b1253e309fcd7adcf6cd74320629ead3e571f",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-18T22:03:55Z",
    "title_canon_sha256": "e2acee3a02ea27d87399a7c41fe8ceea52208e393a5aff06b59f18f9e603c9ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.08666",
    "kind": "arxiv",
    "version": 1
  }
}