Arxiv

AD-CARE: A Guideline-grounded, Modality-agnostic LLM Agent for Real-world Alzheimer's Disease Diagnosis with Multi-cohort Assessment, Fairness Analysis, and Reader Study

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Arxiv

Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development

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EACL

Guided by the Plan: Enhancing Faithful Autoregressive Text-to-Audio Generation with Guided Decoding

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ICLR (Oral)

Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series

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ICLR

Bridging Radiology and Pathology Foundation Models via Concept-Based Multimodal Co-Adaptation

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IEEE TMI

Moving Beyond Functional Connectivity: Time-Series Modeling for fMRI-Based Brain Disorder Classification

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IJCV

Exploring Scale Shift in Crowd Localization under the Context of Domain Generalization

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MedIA

MorphoNet: Morphological sub-region-based structure learning for WSI analysis

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Nature Communications

Knowledge-guided adaptation of pathology foundation models effectively improves cross-domain generalization and demographic fairness

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EMNLP (Oral)

Language model based text-to-audio generation: Anti-causally aligned collaborative residual transformers

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MICCAI Workshop (Best paper award)

ADAgent: Llm agent for alzheimer’s disease analysis with collaborative coordinator

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JBHI

HIBMatch: Hypergraph Information Bottleneck for Semi-Supervised Alzheimer's Progression

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MICCAI

Ada-FCN: Adaptive Frequency-Coupled Network for fMRI-Based Brain Disorder Classification

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Neurocomputing

Model-agnostic personalized adaptation for segment anything model

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IEEE TMI

Medical Knowledge Intervention Prompt Tuning for Medical Image Classification

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JBHI

ADFound: A Foundation Model for Diagnosis and Prognosis of Alzheimer's Disease

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ICML

Latent Imputation before Prediction: A New Computational Paradigm for De Novo Peptide Sequencing

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NeurIPS

AOR: Anatomical Ontology-Guided Reasoning for Medical Large Multimodal Model in Chest X-Ray Interpretation

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