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Lingxiao Luo

3 accepted papers

2026

Salus: Strategic Diagnostic Testing for Complex Diagnosis via Multi-Agent Reinforcement Learning

ICML 2026poster

Diagnosing complex diseases is inherently a sequential and iterative medical investigation process, in which a clinician strategically requests multiple rounds of diagnostic tests to differentiate among similar diseases until reaching a definitive diagnosis. Although large language models show great…

Cited by 0SourceScholar
2025

HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multi-task Learning

AAAI 2025technical

Understanding and leveraging the 3D structures of proteins is central to a variety of biological and drug discovery tasks. While deep learning has been applied successfully for structure-based protein function prediction tasks, current methods usually employ distinct training for each task. However,…

2025

VividMed: Vision Language Model with Versatile Visual Grounding for Medicine

NAACL 2025long

Recent advancements in Vision Language Models (VLMs) have demonstrated remarkable promise in generating visually grounded responses. However, their application in the medical domain is hindered by unique challenges. For instance, most VLMs rely on a single method of visual grounding, whereas complex…