Pith Number

pith:BYGCNL4K

pith:2018:BYGCNL4KESG22HP22VUVLQ7WDG

not attested not anchored not stored refs pending

Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation

Hongyuan Zha, Lu Wang, Wei Zhang, Xiaofeng He

arxiv:1807.01473 v2 · 2018-07-04 · cs.LG · 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{BYGCNL4KESG22HP22VUVLQ7WDG}

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	2026-05-18T00:05:37.019177Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e0c26af8a248dad1dfad56955c3f619a0d3595f15000848a61508e2147d23cf

Aliases

arxiv: 1807.01473 · arxiv_version: 1807.01473v2 · doi: 10.48550/arxiv.1807.01473 · pith_short_12: BYGCNL4KESG2 · pith_short_16: BYGCNL4KESG22HP2 · pith_short_8: BYGCNL4K

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/BYGCNL4KESG22HP22VUVLQ7WDG \
  | 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: 0e0c26af8a248dad1dfad56955c3f619a0d3595f15000848a61508e2147d23cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6ae84f545ed92826487df8db0453b1341d914623aef2c835237582c58f70cab",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-04T07:54:32Z",
    "title_canon_sha256": "3d6ae090199e057f41a9100315d5bcbfa56802d251e3c15bdce7190a150ad9a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.01473",
    "kind": "arxiv",
    "version": 2
  }
}