Pith Number

pith:FKVGBDRP

pith:2023:FKVGBDRPW2VW3YZW7WRRXSOXPM

not attested not anchored not stored refs pending

Off-Policy Evaluation for Large Action Spaces via Conjunct Effect Modeling

Qingyang Ren, Thorsten Joachims, Yuta Saito

arxiv:2305.08062 v2 · 2023-05-14 · stat.ML · cs.AI · 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{FKVGBDRPW2VW3YZW7WRRXSOXPM}

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

3 papers in Pith

Off-Policy Learning with Limited Supply

Offline Contextual Bandits in the Presence of New Actions

Off-Policy Learning with Limited Supply

Receipt and verification

First computed	2026-07-05T06:19:04.156811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2aaa608e2fb6ab6de336fda31bc9d77b2929caac791746463ea41796035349a2

Aliases

arxiv: 2305.08062 · arxiv_version: 2305.08062v2 · doi: 10.48550/arxiv.2305.08062 · pith_short_12: FKVGBDRPW2VW · pith_short_16: FKVGBDRPW2VW3YZW · pith_short_8: FKVGBDRP

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/FKVGBDRPW2VW3YZW7WRRXSOXPM \
  | 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: 2aaa608e2fb6ab6de336fda31bc9d77b2929caac791746463ea41796035349a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90d6ed256772e7bb2e7fa2f1ae0c7d54362c62a47437e19e55f37308b3fdf45d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-05-14T04:16:40Z",
    "title_canon_sha256": "bc229fb6d6a4365cbe9bdfc62d8270a09346e1c452110484dcccc12a332606fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.08062",
    "kind": "arxiv",
    "version": 2
  }
}