Yiyong SUN

MIMOMamba: From Scalar Duality to Matrix-Valued Attention

The state space duality (SSD) framework, central to modern state-space models (SSMs) such as Mamba, has established an efficient attention-like mechanism by leveraging the commutative property of linear recurrences. However, existing formulations are limited to single-input single-output (SISO) syst…