Pith Number

pith:5QRCPXZL

pith:2026:5QRCPXZLAJ4ZBHSPFTQNMWJXVG

not attested not anchored not stored refs pending

ResidencyRL: Reinforcement Learning in Simulated Clinical Environments

Akhil Mehta, Akshay Goel, Aleksandra Faust, Alex Bijamov, Amit Dahiya, Anil Palepu, Avinatan Hassidim, Carey Radebaugh, Chunjong Park, Dale R. Webster, Dave Steiner, David Racz, Ibrahim Azar, Joelle Barral, Justin Chen, Katherine Chou, Lin Yang, Maen Abdelrahim, Marius Guerard, Mike Schaekermann, Min Woo Sun, Nicholas Spetsieris, Po-Hsuan Cameron Chen, Quoc V. Le, Raia Hadsell, Samuel Schmidgall, Shekoofeh Azizi, Shilpan Shah, Tao Tu, Tim Strother, Vahid Balazadeh, Valentin Li\'{e}vin, Vikram Dhillon, Yossi Matias, Yun Liu

arxiv:2608.07418 v1 · 2026-08-07 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5QRCPXZLAJ4ZBHSPFTQNMWJXVG}

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	2026-08-10T01:15:20.216018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec2227df2b0279909e4f2ce0d65937a9ba1cf23306e78f4f51a7d369cf3f3b90

Aliases

arxiv: 2608.07418 · arxiv_version: 2608.07418v1 · doi: 10.48550/arxiv.2608.07418 · pith_short_12: 5QRCPXZLAJ4Z · pith_short_16: 5QRCPXZLAJ4ZBHSP · pith_short_8: 5QRCPXZL

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/5QRCPXZLAJ4ZBHSPFTQNMWJXVG \
  | 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: ec2227df2b0279909e4f2ce0d65937a9ba1cf23306e78f4f51a7d369cf3f3b90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0da95eee76f6f2bac63428c3c0e79747cd20898ff35c06e66d6e814c72661ec1",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-07T17:04:41Z",
    "title_canon_sha256": "07234d3401e62600e4d0de0a0257903ce0de23c42df1f8a88a7b4bbeb9f9a6dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.07418",
    "kind": "arxiv",
    "version": 1
  }
}