Overcoming Output Dimension Collapse: When Sparsity Enables Zero-shot Brain-to-image Reconstruction at Small Data Scales. - Kenya Otsuka; Yoshihiro Nagano; Yukiyasu Kamitani (Trans. Mach. Learn. Res., 2026)