Hien D. Nguyen

Mixture-of-experts and gating mechanisms in multimodal biomedical learning: a routing-centric analysis

A novel three-axis taxonomy covering Gating Architecture, Application Level, and Supporting Techniques is proposed and a controlled comparison of six gating architectures on three biomedical benchmarks shows that the five Axis 1 gating types produce measurably distinct performance profiles and that no single architectu...