Pith Number

pith:KVILDEJO

pith:2022:KVILDEJOTXENIQWIXBVSHTEAI4

not attested not anchored not stored refs pending

Offline Policy Evaluation and Optimization under Confounding

Ambuj Tewari, Chinmaya Kausik, Kevin Tan, Maggie Makar, Yangyi Lu, Yixin Wang

arxiv:2211.16583 v4 · 2022-11-29 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KVILDEJOTXENIQWIXBVSHTEAI4}

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

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

Receipt and verification

First computed	2026-07-05T07:09:44.738211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5550b1912e9dc8d442c8b86b23cc80472449302622d4e9ad93f81a289b96d3e9

Aliases

arxiv: 2211.16583 · arxiv_version: 2211.16583v4 · doi: 10.48550/arxiv.2211.16583 · pith_short_12: KVILDEJOTXEN · pith_short_16: KVILDEJOTXENIQWI · pith_short_8: KVILDEJO

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/KVILDEJOTXENIQWIXBVSHTEAI4 \
  | 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: 5550b1912e9dc8d442c8b86b23cc80472449302622d4e9ad93f81a289b96d3e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "986072b3cf55ee11bd42af230a0e298d7c38e525100e748ac8dfd34ba57df536",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-11-29T20:45:08Z",
    "title_canon_sha256": "29e30cab0907daad07f761fe4d6125267d389f121bd7b104f14072e9c88725ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16583",
    "kind": "arxiv",
    "version": 4
  }
}