Explainable CNN-GRU Model With Self-Attention for Human Activity Recognition Using Wearable Sensors Through Data Augmentation. - Nadia Sultana; Sidratul Afrida; Bushra Akter; Tasnia Jahan; Afrin Ahmed; Mohammad Abu Yousuf; Md. Zia Uddin (IEEE Access, 2026)

DREAM: A novel explainable neural network for detecting sleep apnea using single-lead ECG signals. - Sanjida Akter; Md. Akmol Masud; Mst. Sanzida Islam Promi; Nadia Sultana; Maruf Ahmed; Md. Mahmudur Rahman; Mohammad Abu Yousuf; Saad Aloteibi; Mohammad Ali Moni (Biomed. Signal Process. Control., 2026)