Pith Number

pith:6KPD5RQO

pith:2024:6KPD5RQOB5HXPM3VN53ISJZ2XI

not attested not anchored not stored refs pending

DTR-Bench: An in silico Environment and Benchmark Platform for Reinforcement Learning Based Dynamic Treatment Regime

Fenglin Liu, Jiali Li, Jiandong Zhou, Mingcheng Zhu, Tingting Zhu, Yangchen Pan, Zhiyao Luo

arxiv:2405.18610 v1 · 2024-05-28 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6KPD5RQOB5HXPM3VN53ISJZ2XI}

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	2026-07-05T08:24:28.008407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f29e3ec60e0f4f77b3756f7689273aba09b1ecd1f406bdea7eb101f1283faeb9

Aliases

arxiv: 2405.18610 · arxiv_version: 2405.18610v1 · doi: 10.48550/arxiv.2405.18610 · pith_short_12: 6KPD5RQOB5HX · pith_short_16: 6KPD5RQOB5HXPM3V · pith_short_8: 6KPD5RQO

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/6KPD5RQOB5HXPM3VN53ISJZ2XI \
  | 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: f29e3ec60e0f4f77b3756f7689273aba09b1ecd1f406bdea7eb101f1283faeb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "142140db72a5acbe771d17b21fe88fe504195a36b1009a410ce1bd93bba81fc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-28T21:40:00Z",
    "title_canon_sha256": "6ad34457276854bd0ec66c46fe6a1d4ddd6c9cf2383c97c0feff9a24fd0b3408"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.18610",
    "kind": "arxiv",
    "version": 1
  }
}