Pith Number

pith:TSIQIDYJ

pith:2024:TSIQIDYJ6E4GCR2ICCI57C5VJK

not attested not anchored not stored refs pending

Bayesian Off-Policy Evaluation and Learning for Large Action Spaces

Anna Korba, David Rohde, Imad Aouali, Victor-Emmanuel Brunel

arxiv:2402.14664 v2 · 2024-02-22 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TSIQIDYJ6E4GCR2ICCI57C5VJK}

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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

Off-Policy Learning in Large Action Spaces: Optimization Matters More Than Estimation

Receipt and verification

First computed	2026-07-05T10:46:19.132743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c91040f09f1386147481091df8bb54a90857550a4a2e8ead0bb8474c394c7cd

Aliases

arxiv: 2402.14664 · arxiv_version: 2402.14664v2 · doi: 10.48550/arxiv.2402.14664 · pith_short_12: TSIQIDYJ6E4G · pith_short_16: TSIQIDYJ6E4GCR2I · pith_short_8: TSIQIDYJ

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/TSIQIDYJ6E4GCR2ICCI57C5VJK \
  | 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: 9c91040f09f1386147481091df8bb54a90857550a4a2e8ead0bb8474c394c7cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83bce6b03b399771c64777b9945cffaf0beb0ab739edddf348debc44c26e8b26",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-22T16:09:45Z",
    "title_canon_sha256": "241db9696588eb9a3f9ad4dc2ab416b1c8e0d2db8310cf5f46d3409ba3c47c8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14664",
    "kind": "arxiv",
    "version": 2
  }
}