Pith Number

pith:NG25VN7M

pith:2024:NG25VN7MTLFAUOAXJNHVI2H5R6

not attested not anchored not stored refs pending

GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

George Shih, Hao Chen, Hongmei Wang, Huiling Xiang, Kang Zhang, Luyang Luo, Mingxiang Wu, Pranav Rajpurkar, Qiong Wang, Ronald Cheong Kin Chan, Shu Yang, Sunan He, Varut Vardhanabhuti, Winnie Chiu Wing Chu, Xian Wu, Xi Lin, Yefeng Zheng, Yifan Peng, Yihui Wang, Yingxue Xu, Yuxiang Nie, Zhixuan Chen, Zhiyuan Cai, Ziyang Xu

arxiv:2404.15127 v2 · 2024-04-23 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{NG25VN7MTLFAUOAXJNHVI2H5R6}

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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.

Cited by

7 papers in Pith

Learnable Token Sparsification for Efficient Gigapixel Whole Slide Image Reasoning

CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations

PathNavigate: A Training-Free Pathology Agent with Surprise-Guided Scan and Shared Slide Memory for Whole-Slide Image VQA

HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks

Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Receipt and verification

First computed	2026-07-05T09:30:13.090466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69b5dab7ec9aca0a38174b4f5468fd8f88558c44528f575771732f8eac991e6d

Aliases

arxiv: 2404.15127 · arxiv_version: 2404.15127v2 · doi: 10.48550/arxiv.2404.15127 · pith_short_12: NG25VN7MTLFA · pith_short_16: NG25VN7MTLFAUOAX · pith_short_8: NG25VN7M

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/NG25VN7MTLFAUOAXJNHVI2H5R6 \
  | 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: 69b5dab7ec9aca0a38174b4f5468fd8f88558c44528f575771732f8eac991e6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15eea1565b9bc76b63624fc9d550b47b823384ba34f18cf654d292339d0bdb97",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-23T15:27:19Z",
    "title_canon_sha256": "26f75204595cad2e44b6e398f09d35a8579969c7f524eee971de06d02b3fdbd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.15127",
    "kind": "arxiv",
    "version": 2
  }
}