ASCON-MNASNET: An Effective Data Privacy and Security Framework in Cloud Environment. - Jayaprakash Jayachandran; Dahlia Sam; Kanya Nataraj (Trans. Emerg. Telecommun. Technol., 2025)

Enhanced segmentation and classification for effective brain tumor diagnosis using atrous convolution based residual densenet with gated recurrent unit layer. - Rs Rashika; Dahlia Sam; Kanya Nataraj; A Gayathri (Intell. Decis. Technol., 2025)

An advanced attack categorization in NIDS using enhanced deep learning based EOptResfEANet methodology with hybrid feature extraction. - Vinolia Alexander Moudiappa; Kanya Nataraj; Veeramalai Natarajan Rajavarman (Clust. Comput., 2025)