Author

Hong-Tai Xia

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Preprint Sep 2026

NeoRed: A Knowledge-Logic-Alignment Multimodal Large Language Model for Neonatal Respiratory Disease Diagnosis

Neonatal respiratory diseases are a major cause of neonatal morbidity and mortality, posing substantial challenges in clinical practice. Despite recent advances, existing Multimodal Large Language Models (MLLMs) face two key limitations in neonatal diagnosis: (1) domain gap arising from predominantly adult training dat...

Yi-Nan Liu, Hong-Tai Xia, Hao-Ran Xu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

NeoRed: A Knowledge-Logic-Alignment MLLM for Neonatal Respiratory Disease Diagnosis

The first MLLMtailored for neonatalres-piratorydisease, the first MLLMtailored forneonatalres-piratorydisease, filling the gap inneonataldiagnostic reportsgeneration is presented.

Yi-Nan Liu, Hong-Tai Xia, Hao-Ran Xu et al. · 0 citations