Author

Tian Lin

2 papers indexed here

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#artificial intelligence Preprint Mar 2026

MedCollab: IBIS-Guided Multi-Agent Collaboration with Hierarchical Disease Relation Chains for Clinical Diagnosis

Experiments show that MedCollab outperforms leading LLMs and medical multi-agent baselines in diagnostic accuracy, evidence consistency, and clinical reasoning quality, and indicate that structured and auditable collaboration can produce more faithful and clinically coherent diagnostic reports.

Yuqi Zhan, Xinyue Wu, Tian Lin et al. · 0 citations

#artificial intelligence Preprint Apr 2025

Clinician-Friendly Foundation Models for Ophthalmic Image Diagnostics without Fine-Tuning or Technical Barriers

GlobeReady is developed, a deployment-oriented platform powered by the RetiGlobe model and local feature augmentation that evaluates domain generalisability, Bayesian uncertainty quantification, out-of-distribution (OOD) detection, and feature-based case retrieval in medical imaging diagnostics.

Meng Wang, Tian Lin, Qing-Shan Hou et al. · 1 citation