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MambaSL: Exploring Single-Layer Mamba for Time Series Classification

Researchers propose MambaSL, a single-layer Mamba variant optimized for time series classification, achieving state-of-the-art results across 30 UEA datasets. The work also re-evaluates 20 baseline models under unified benchmarking protocols to address reproducibility gaps in the field.

MentionsMamba · MambaSL · University of East Anglia · state space models

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MambaSL: Exploring Single-Layer Mamba for Time Series Classification · Modelwire