Pith Number

pith:B4FIGQV6

pith:2025:B4FIGQV6WK675SQLGHYTYX77MM

not attested not anchored not stored refs pending

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI

Daniel J. Tan, Dilruk Perera, Erik Cambria, Gousia Habib, Kai He, Mengling Feng, Qianyi Xu

arxiv:2508.21101 v1 · 2025-08-28 · 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{B4FIGQV6WK675SQLGHYTYX77MM}

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

CSPO: Alleviating Reward Ambiguity for Structured Table-to-LaTeX Generation

Receipt and verification

First computed	2026-07-05T12:01:27.964244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f0a8342beb2bdfeca0b31f13c5fff6328a73aaab49dc25043da2cdeab7d4ec1

Aliases

arxiv: 2508.21101 · arxiv_version: 2508.21101v1 · doi: 10.48550/arxiv.2508.21101 · pith_short_12: B4FIGQV6WK67 · pith_short_16: B4FIGQV6WK675SQL · pith_short_8: B4FIGQV6

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/B4FIGQV6WK675SQLGHYTYX77MM \
  | 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: 0f0a8342beb2bdfeca0b31f13c5fff6328a73aaab49dc25043da2cdeab7d4ec1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44786ceed3b6dfc087e9530c45c82126571362bd20db332f4736f5e7d1853976",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-28T07:05:24Z",
    "title_canon_sha256": "132554a8e0d7faee2317d2f40b6af6be7618583498025817501119ccf7a4ce04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.21101",
    "kind": "arxiv",
    "version": 1
  }
}