Pith Number

pith:W4H2HDYT

pith:2023:W4H2HDYTI4CZM7OMZXBVAFK5SP

not attested not anchored not stored refs pending

Fair and Robust Estimation of Heterogeneous Treatment Effects for Policy Learning

Jos\'e R. Zubizarreta, Kwangho Kim

arxiv:2306.03625 v2 · 2023-06-06 · stat.ME · cs.LG · 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{W4H2HDYTI4CZM7OMZXBVAFK5SP}

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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

Policy Learning with $\alpha$-Expected Welfare

Receipt and verification

First computed	2026-07-05T07:26:14.815590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b70fa38f134705967dcccdc350155d93cd6effe6bd99d8e5a4d01de20790c9c5

Aliases

arxiv: 2306.03625 · arxiv_version: 2306.03625v2 · doi: 10.48550/arxiv.2306.03625 · pith_short_12: W4H2HDYTI4CZ · pith_short_16: W4H2HDYTI4CZM7OM · pith_short_8: W4H2HDYT

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/W4H2HDYTI4CZM7OMZXBVAFK5SP \
  | 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: b70fa38f134705967dcccdc350155d93cd6effe6bd99d8e5a4d01de20790c9c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5de0151be1fd7ed464c7c5902bcd9f83fe8d480cbac133ad121102375f1f2079",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2023-06-06T12:22:20Z",
    "title_canon_sha256": "e8ee8ed0e6a9b91135da3e5cb6766e6c6abc43b44eac0553c671cba04758e127"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03625",
    "kind": "arxiv",
    "version": 2
  }
}