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Pith Number

pith:KRGA2HVN

pith:2018:KRGA2HVNLI4R34SAHB4MOJA6MN
not attested not anchored not stored refs pending

Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data

Brent Logan, Jian Tang, Ning Liu, Yanzhi Wang, Ying Liu, Zhiyuan Xu

arxiv:1801.09271 v1 · 2018-01-28 · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{KRGA2HVNLI4R34SAHB4MOJA6MN}

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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 2026-05-18T00:24:57.983935Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

544c0d1ead5a391df2403878c7241e637defb1eae9a7a25214522c8a2ad7238c

Aliases

arxiv: 1801.09271 · arxiv_version: 1801.09271v1 · doi: 10.48550/arxiv.1801.09271 · pith_short_12: KRGA2HVNLI4R · pith_short_16: KRGA2HVNLI4R34SA · pith_short_8: KRGA2HVN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KRGA2HVNLI4R34SAHB4MOJA6MN \
  | 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: 544c0d1ead5a391df2403878c7241e637defb1eae9a7a25214522c8a2ad7238c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9ae4ae3c39b4fc564797f1b4e714c28efb2ee08c21c6db0fff94762503180085",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-01-28T19:29:50Z",
    "title_canon_sha256": "67063d5d5441831987a0ae3f3dd6b6d1154776e559bcba64052b88f3762f130a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1801.09271",
    "kind": "arxiv",
    "version": 1
  }
}