Pith Number

pith:4IR44P6O

pith:2023:4IR44P6O53ZCG6UYWGDRRBALST

not attested not anchored not stored refs pending

Off-Policy Evaluation for Large Action Spaces via Policy Convolution

Dawen Liang, Julian McAuley, Lequn Wang, Nathan Kallus, Noveen Sachdeva

arxiv:2310.15433 v1 · 2023-10-24 · cs.LG · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4IR44P6O53ZCG6UYWGDRRBALST}

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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	2026-07-05T07:04:25.925593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e223ce3fceeef2237a98b18718840b94d23569881c475f5b67d43b899dabf827

Aliases

arxiv: 2310.15433 · arxiv_version: 2310.15433v1 · doi: 10.48550/arxiv.2310.15433 · pith_short_12: 4IR44P6O53ZC · pith_short_16: 4IR44P6O53ZCG6UY · pith_short_8: 4IR44P6O

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/4IR44P6O53ZCG6UYWGDRRBALST \
  | 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: e223ce3fceeef2237a98b18718840b94d23569881c475f5b67d43b899dabf827

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aace12237179ab34dd5e8c8216ff7b8ee7409d1980dcb442d386efc421b703d6",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-24T01:00:01Z",
    "title_canon_sha256": "f66cbda926ee387bc240a34178db49861650b6e797da47fcfd985309d62791d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.15433",
    "kind": "arxiv",
    "version": 1
  }
}