Pith Number

pith:YCCC3KRO

pith:2023:YCCC3KROFZPIHKAJL6H4Z63BWN

not attested not anchored not stored refs pending

Efficient Policy Evaluation with Offline Data Informed Behavior Policy Design

Shangtong Zhang, Shuze Liu

arxiv:2301.13734 v5 · 2023-01-31 · 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{YCCC3KROFZPIHKAJL6H4Z63BWN}

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

CANDOR: Counterfactual ANnotated DOubly Robust Off-Policy Evaluation

Receipt and verification

First computed	2026-07-05T09:14:26.630221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0842daa2e2e5e83a8095f8fccfb61b3603bbc4b49e9d7faa8e2abde199527fd

Aliases

arxiv: 2301.13734 · arxiv_version: 2301.13734v5 · doi: 10.48550/arxiv.2301.13734 · pith_short_12: YCCC3KROFZPI · pith_short_16: YCCC3KROFZPIHKAJ · pith_short_8: YCCC3KRO

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/YCCC3KROFZPIHKAJL6H4Z63BWN \
  | 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: c0842daa2e2e5e83a8095f8fccfb61b3603bbc4b49e9d7faa8e2abde199527fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6da1e190994eecd7760e4b94d8e9db112d155e21e7f6ae4049802d6d623426fc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-31T16:12:31Z",
    "title_canon_sha256": "00e9d3be0137c6525d794c0cb53afacefed9477eff59ce39360ae130ab325ede"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13734",
    "kind": "arxiv",
    "version": 5
  }
}