Pith Number

pith:IY4JVZIZ

pith:2019:IY4JVZIZNJYSIBEMELDN3AZ7CQ

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Clinical Decision Support: A Brief Survey

Kee Yuan Ngiam, Mengling Feng, Siqi Liu

arxiv:1907.09475 v1 · 2019-07-22 · cs.LG · cs.AI · 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{IY4JVZIZNJYSIBEMELDN3AZ7CQ}

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.

Receipt and verification

First computed	2026-05-17T23:39:53.127786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46389ae5196a7124048c22c6dd833f143033be1f75dbe9443930aaa4ca9bdaeb

Aliases

arxiv: 1907.09475 · arxiv_version: 1907.09475v1 · doi: 10.48550/arxiv.1907.09475 · pith_short_12: IY4JVZIZNJYS · pith_short_16: IY4JVZIZNJYSIBEM · pith_short_8: IY4JVZIZ

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/IY4JVZIZNJYSIBEMELDN3AZ7CQ \
  | 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: 46389ae5196a7124048c22c6dd833f143033be1f75dbe9443930aaa4ca9bdaeb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "399047776176385a6583baa69f6c088c0e6c583dd2252c74dd16f31da28e54c3",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-22T14:44:25Z",
    "title_canon_sha256": "adaee3eac0e5c7cd1bb666f9d01b2a25d8d0e98156370bc9acf99c1902db3be6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.09475",
    "kind": "arxiv",
    "version": 1
  }
}