Pith Number

pith:5LR746ZM

pith:2024:5LR746ZMBJNRN53UM57HVJDJUG

not attested not anchored not stored refs pending

Medical Knowledge Integration into Reinforcement Learning Algorithms for Dynamic Treatment Regimes

Michael R. Kosorok, Nicolas Savy, Philippe Saint-Pierre, Sophia Yazzourh

arxiv:2407.00364 v2 · 2024-06-29 · stat.ME · 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{5LR746ZMBJNRN53UM57HVJDJUG}

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

Enhancing Personalized Bladder Cancer Treatment Through Reinforcement Learning: A Recurrent Patient State Transition Decision Support Framework

Receipt and verification

First computed	2026-07-05T11:17:21.977718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eae3fe7b2c0a5b16f774677e7aa469a1bea47681d06573a20f680bd043ba6d53

Aliases

arxiv: 2407.00364 · arxiv_version: 2407.00364v2 · doi: 10.48550/arxiv.2407.00364 · pith_short_12: 5LR746ZMBJNR · pith_short_16: 5LR746ZMBJNRN53U · pith_short_8: 5LR746ZM

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/5LR746ZMBJNRN53UM57HVJDJUG \
  | 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: eae3fe7b2c0a5b16f774677e7aa469a1bea47681d06573a20f680bd043ba6d53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb79a44a5caaa2c5a28a9d2a98cf1293b5d3551ba0b8a5b6055d700f55eb0653",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-06-29T08:23:01Z",
    "title_canon_sha256": "f2fef409c3502546a4c0e087d16b447b4d4848edceec591c2ac62f17ae252227"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00364",
    "kind": "arxiv",
    "version": 2
  }
}