Pith. sign in
Pith Number

pith:F4Y3C32C

pith:2026:F4Y3C32CM7XJRLF3EUYTOTTVVK
not attested not anchored not stored refs pending

Scaling medical imaging report generation with multimodal reinforcement learning

Guanghui Qin, Hoifung Poon, Mu Wei, Qianchu Liu, Sam Preston, Sheng Zhang, Sid Kiblawi, Timothy Ossowski, Tristan Naumann, Wen-wai Yim, Yanbo Xu, Ying Jin, Yu Gu

arxiv:2601.17151 v2 · 2026-01-23 · cs.CV · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F4Y3C32CM7XJRLF3EUYTOTTVVK}

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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 2026-07-31T01:09:32.399763Z
Builder pith-number-builder-2026-05-17-v1
Signature unsigned_v0
Schema pith-number/v1.0

Canonical hash

2f31b16f4267ee98acbb2531374e75aabff42f92904c0a6b0e57bcbf4e4353db

Aliases

arxiv: 2601.17151 · arxiv_version: 2601.17151v2 · doi: 10.48550/arxiv.2601.17151 · pith_short_12: F4Y3C32CM7XJ · pith_short_16: F4Y3C32CM7XJRLF3 · pith_short_8: F4Y3C32C
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F4Y3C32CM7XJRLF3EUYTOTTVVK \
  | 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: 2f31b16f4267ee98acbb2531374e75aabff42f92904c0a6b0e57bcbf4e4353db
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4417fe90a3e509b0c63cf697657e23d311328f3d4f6b2b31a9ec755ec204b0ca",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-01-23T20:14:21Z",
    "title_canon_sha256": "469354b7b70715664805a9eaf52b21476e3691134b129656ac12392c21820c9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.17151",
    "kind": "arxiv",
    "version": 2
  }
}