Leekyung Kim

MambaSL: Exploring Single-Layer Mamba for Time Series Classification

MambaSL is proposed, a framework that minimally redesigns the selective SSM and projection layers of a single-layer Mamba, guided by four TSC-specific hypotheses, and achieves state-of-the-art performance with statistically significant average improvements, while ensuring reproducibility via public checkpoints for all...