Author

Lin-Peng Sun

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Conference Open access Sep 2026

Towards Reliable Multimodal Clinical Decision Support: From Quality-Aware Fusion to Patient Digital Twins

This doctoral research addresses fragility in multimodal deep learning by shifting the paradigm from generative imputation to uncertainty-guided abstention and introducing QA-MoE (Quality-Aware MoE), which explicitly decouples reliability estimation from the routing process.

Lin-Peng Sun · Proceedings of the Thirty-Fi... · 0 citations

Conference Open access Sep 2026

QA-MoE: Quality-Aware and Stable Multimodal Mixture-of-Experts for Robust Clinical Prediction in Noisy and Missing-Modal Settings

Evaluations on clinical benchmarks demonstrate that QA-MoE outperforms strong multimodal baselines, improving reliability while cutting down unnecessary computation, indicating that QA-MoE offers a robust solution for multimodal decision support, especially in clinical settings prone to noise and missing data.

Lin-Peng Sun, Victor S. Sheng · Proceedings of the Thirty-Fi... · 0 citations