Brain-Adapter: Fine-grained visual reconstruction from EEG via lightweight semantic alignment. - Dongrui Gao; Taorui Li; Shihong Liu; Zongyao Peng; Pengrui Li; Xinmin Ding; Manqing Wang; Hongli Chang; Ying Fu 003 (Biomed. Signal Process. Control., 2026)

SMCL: Siamese contrastive learning informed by EEG spatiotemporal representations for auditory attention decoding. - Dongrui Gao; Jian Ning; Zongyao Peng; Min Wang; Liping Xie; Haokai Zhang; Shihong Liu; Hongli Chang; Dingming Wu 004; Pengrui Li (Biomed. Signal Process. Control., 2026)

An efficient brain-heart coupling learning system for emotion recognition. - Dongrui Gao; Liu Deng; Zongyao Peng; Qinghua Wang; Haokai Zhang; Shihong Liu; Dingming Wu 004; Pengrui Li (Neural Networks, 2026)

Multilevel prototype constraints based on hyperbolic space for EEG auditory attention decoding. - Dongrui Gao; Jian Ning; Zongyao Peng; Meng Tang; Aisen Deng; Shihong Liu; Xinmin Ding; Manqing Wang; Lutao Wang; Liping Xie; Pengrui Li (Pattern Recognit., 2026)