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Pith Number

pith:VK67MDZA

pith:2017:VK67MDZATL7YTDFUXCKXHI6FJR
not attested not anchored not stored refs pending

Augmented Outcome-weighted Learning for Optimal Treatment Regimes

Michael R. Kosorok, Xin Zhou

arxiv:1711.10654 v1 · 2017-11-29 · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VK67MDZATL7YTDFUXCKXHI6FJR}

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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.
Receipt and verification
First computed 2026-05-18T00:29:17.391334Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

aabdf60f209aff898cb4b89573a3c54c6a1e4895a9f4e5aad3050153c8a8e2f6

Aliases

arxiv: 1711.10654 · arxiv_version: 1711.10654v1 · doi: 10.48550/arxiv.1711.10654 · pith_short_12: VK67MDZATL7Y · pith_short_16: VK67MDZATL7YTDFU · pith_short_8: VK67MDZA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VK67MDZATL7YTDFUXCKXHI6FJR \
  | 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: aabdf60f209aff898cb4b89573a3c54c6a1e4895a9f4e5aad3050153c8a8e2f6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "35e483ba9de8cc4c14d7fbcbe5ef61265f5984be66c0c2c15410a51fdbe7acd3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2017-11-29T02:57:39Z",
    "title_canon_sha256": "1e01f118dc66c25f58a12d087881cd8594e8de71c114f525956fface6a7fa4aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.10654",
    "kind": "arxiv",
    "version": 1
  }
}