🧠 Mixture of Experts

🧠 NeurIPS2025 · 1 paper notes

MoRE-Brain: Routed Mixture of Experts for Interpretable and Generalizable Cross-Subject fMRI Visual Decoding

This paper proposes MoRE-Brain, a neuroscience-inspired fMRI visual decoding framework that employs a hierarchical Mixture-of-Experts (MoE) architecture to simulate the specialized processing of the brain's visual pathway. Combined with a dynamic temporal-spatial dual-routing mechanism that guides image generation via a diffusion model, MoRE-Brain achieves high-fidelity reconstruction while enabling efficient cross-subject generalization and unprecedented mechanistic interpretability.