3 papers
cs.AI2025
Toward Practical BCI: A Real-time Wireless Imagined Speech EEG Decoding System
Ji-Ha Park, Heon-Gyu Kwak, Gi-Hwan Shin +4
Brain-computer interface (BCI) research, while promising, has largely been confined to static and fixed environments, limiting real-world applicability. To move towards practical B…
cs.AI2025
Neurophysiological Characteristics of Adaptive Reasoning for Creative Problem-Solving Strategy
Jun-Young Kim, Young-Seok Kweon, Gi-Hwan Shin +1
Adaptive reasoning enables humans to flexibly adjust inference strategies when environmental rules or contexts change, yet its underlying neural dynamics remain unclear. This study…
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…