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Pith Number

pith:2K2A7DYC

pith:2019:2K2A7DYC22F5HN2256QF2ZHMNO
not attested not anchored not stored refs pending

Efficient augmentation and relaxation learning for individualized treatment rules using observational data

Bruce Sands, Eric B. Laber, Sumona Saha, Yang Ning, Ying-Qi Zhao

arxiv:1901.00663 v1 · 2019-01-03 · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2K2A7DYC22F5HN2256QF2ZHMNO}

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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 2026-05-17T23:57:01.744133Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d2b40f8f02d68bd3b75aefa05d64ec6b829842e624c6e7f144ab61246a6966dc

Aliases

arxiv: 1901.00663 · arxiv_version: 1901.00663v1 · doi: 10.48550/arxiv.1901.00663 · pith_short_12: 2K2A7DYC22F5 · pith_short_16: 2K2A7DYC22F5HN22 · pith_short_8: 2K2A7DYC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2K2A7DYC22F5HN2256QF2ZHMNO \
  | 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: d2b40f8f02d68bd3b75aefa05d64ec6b829842e624c6e7f144ab61246a6966dc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "525221363c81d8110d32133be43b5e46befce526e4febae8a307699cef8c0a8c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2019-01-03T09:47:35Z",
    "title_canon_sha256": "a347ab38ccd31453b4428cd4d71fa482444e4e980785965c1c2f1aa7546d844b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.00663",
    "kind": "arxiv",
    "version": 1
  }
}