4 papers · 1 filter
GAF-FusionNet: Multimodal ECG Analysis via Gramian Angular Fields and Split Attention
Jiahao Qin, Feng Liu
Electrocardiogram (ECG) analysis plays a crucial role in diagnosing cardiovascular diseases, but accurate interpretation of these complex signals remains challenging. This paper in…
STEAM-EEG: Spatiotemporal EEG Analysis with Markov Transfer Fields and Attentive CNNs
Jiahao Qin, Feng Liu
Electroencephalogram (EEG) signals play a pivotal role in biomedical research and clinical applications, including epilepsy diagnosis, sleep disorder analysis, and brain-computer i…
Bio-Inspired Mamba: Temporal Locality and Bioplausible Learning in Selective State Space Models
Jiahao Qin
This paper introduces Bio-Inspired Mamba (BIM), a novel online learning framework for selective state space models that integrates biological learning principles with the Mamba arc…
Mamba-Spike: Enhancing the Mamba Architecture with a Spiking Front-End for Efficient Temporal Data Processing
Jiahao Qin, Feng Liu
The field of neuromorphic computing has gained significant attention in recent years, aiming to bridge the gap between the efficiency of biological neural networks and the performa…