2026
MambaSL: Exploring Single-Layer Mamba for Time Series Classification
ICLR 2026poster
Despite recent advances in state space models (SSMs) such as Mamba across various sequence domains, research on their standalone capacity for time series classification (TSC) has remained limited. We propose MambaSL, a framework that minimally redesigns the selective SSM and projection layers of a…