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cs.LG2025
Meta-cognitive Multi-scale Hierarchical Reasoning for Motor Imagery Decoding
Si-Hyun Kim, Heon-Gyu Kwak, Byoung-Hee Kwon +1
Brain-computer interface (BCI) aims to decode motor intent from noninvasive neural signals to enable control of external devices, but practical deployment remains limited by noise…
cs.LG2023
Multi-Signal Reconstruction Using Masked Autoencoder From EEG During Polysomnography
Young-Seok Kweon, Gi-Hwan Shin, Heon-Gyu Kwak +2
Polysomnography (PSG) is an indispensable diagnostic tool in sleep medicine, essential for identifying various sleep disorders. By capturing physiological signals, including EEG, E…