2025
Scaling Up Liquid-Resistance Liquid-Capacitance Networks for Efficient Sequence Modeling
NeurIPS 2025poster
We present LrcSSM, a $\textit{non-linear}$ recurrent model that processes long sequences as fast as today's linear state-space layers. By forcing its Jacobian matrix to be diagonal, the full sequence can be solved in parallel, giving $\mathcal{O}(TD)$ time and memory and only $\mathcal{O}(\log T)$ s…