Pith Number

pith:IS2QF5ME

pith:2025:IS2QF5MERMZJMRFMM2ANPV7PDD

not attested not anchored not stored refs pending

Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models

Di Wang, Pengfei Yang, Quan Wang, Ronghan Li, Tat-Seng Chua, Xiao Liang, Zhicheng Jiao

arxiv:2507.09209 v1 · 2025-07-12 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IS2QF5MERMZJMRFMM2ANPV7PDD}

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	2026-07-05T11:36:05.576819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44b502f5848b329644ac6680d7d7ef18cf419e810b7fbb704b21d7fe47006ca0

Aliases

arxiv: 2507.09209 · arxiv_version: 2507.09209v1 · doi: 10.48550/arxiv.2507.09209 · pith_short_12: IS2QF5MERMZJ · pith_short_16: IS2QF5MERMZJMRFM · pith_short_8: IS2QF5ME

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/IS2QF5MERMZJMRFMM2ANPV7PDD \
  | 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: 44b502f5848b329644ac6680d7d7ef18cf419e810b7fbb704b21d7fe47006ca0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a28f8fbc132d75a87295d11afa43805c8afc402cd82034e3b21fbf4c67dfc11",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-12T09:03:30Z",
    "title_canon_sha256": "8a5c8517f8f3868899181c90ca0afd254a1d0143a9bae12b7bee82ff6c8ec471"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.09209",
    "kind": "arxiv",
    "version": 1
  }
}