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NeurIPS 2026School of Computer Science, The Shanghai Artificial IntelligenceU New South WalesThe University of SydneyUnified multimodal models

BrainVista: Modeling Naturalistic Brain Dynamics as Multimodal Next-Token Prediction

BrainVista models brain dynamics via multimodal next-token prediction with network tokenizers and stimulus masking, achieving state-of-the-art fMRI encoding and up to 36% better long-horizon rollout correlations.

Xuanhua Yin, Ted Zhao, Lina Yao, Weidong Cai

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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