A Distributed Ensemble Machine Learning Technique for Emotion Classification from Vocal Cues. - Bineetha Vijayan; Gayathri Soman; M. V. Vivek; M. V. Judy (BDA, 2022)

Precision-Based Weighted Blending Distributed Ensemble Model for Emotion Classification. - Gayathri Soman; M. V. Vivek; M. V. Judy; Elpiniki Papageorgiou; Vassilis C. Gerogiannis (Algorithms, 2022)

Regret Emotion Based Reinforcement Learning for Path Planning in Autonomous Agents. - Gayathri Soman; M. V. Judy; Sanjay Madria (ACII, 2024)

Human guided empathetic AI agent for mental health support leveraging reinforcement learning-enhanced retrieval-augmented generation. - Gayathri Soman; M. V. Judy; Aadhil Muhammad Abou (Cogn. Syst. Res., 2025)

SEAUNet: a novel edge-adaptive attention based UNet for sonar image segmentation. - Divyabarathi G; Gayathri Soman; P. V. Sabeen Govind; M. V. Judy (Signal Image Video Process., 2025)