Pith Number

pith:CLSGLMF6

pith:2026:CLSGLMF6MPL7WIK3A2CJVOWUNA

not attested not anchored not stored refs pending

When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models

Chunzheng Zhu, Jianxin Lin, Peter J. Kneuertz, Yuan Xue, Yunfei Bai

arxiv:2603.23085 v2 · 2026-03-24 · cs.AI

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\usepackage{pith}
\pithnumber{CLSGLMF6MPL7WIK3A2CJVOWUNA}

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Record completeness

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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

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Receipt and verification

First computed	2026-05-29T02:05:43.527064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12e465b0be63d7fb215b06849abad4683c59f43f680d1428cc4d4b063dff71c8

Aliases

arxiv: 2603.23085 · arxiv_version: 2603.23085v2 · doi: 10.48550/arxiv.2603.23085 · pith_short_12: CLSGLMF6MPL7 · pith_short_16: CLSGLMF6MPL7WIK3 · pith_short_8: CLSGLMF6

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/CLSGLMF6MPL7WIK3A2CJVOWUNA \
  | 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: 12e465b0be63d7fb215b06849abad4683c59f43f680d1428cc4d4b063dff71c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d2c3101e21ccd765f007a76181c4b79680b99e3014bdc23d585e61e1c6ef1b9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-03-24T11:28:15Z",
    "title_canon_sha256": "88ca2606dda22f4b21370a14d38ba700e000651b544cdf951febc01e78405aca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.23085",
    "kind": "arxiv",
    "version": 2
  }
}