Improving Adversarial Robustness of Few-Shot Learning with Contrastive Learning and Hypersphere Embedding. - Madhushan Buwaneswaran; Tehara Fonseka; Apurva Narayan; Katarina Grolinger (ICMLA, 2023)

Graph Attention Convolutional U-NET: A Semantic Segmentation Model for Identifying Flooded Areas. - Muhammad Umair Danish; Madhushan Buwaneswaran; Tehara Fonseka; Katarina Grolinger (IECON, 2024)

Improving retail sales through unsupervised collective-contextual anomaly detection: a deep reconstruction autoencoder for network-wide sales analysis. - Tehara Fonseka; Anton Tulenkov; Katarina Grolinger (Appl. Intell., 2025)