Semi-Lexical Languages - A Formal Basis for Unifying Machine Learning and Symbolic Reasoning in Computer Vision. - Briti Gangopadhyay; Somnath Hazra; Pallab Dasgupta (CoRR, 2020)

Semi-lexical languages: a formal basis for using domain knowledge to resolve ambiguities in deep-learning based computer vision. - Briti Gangopadhyay; Somnath Hazra; Pallab Dasgupta (Pattern Recognit. Lett., 2021)

Penalizing proposals using classifiers for semi-supervised object detection. - Somnath Hazra; Pallab Dasgupta (Comput. Vis. Image Underst., 2023)

Addressing Permutation Challenges in Multi-Agent Reinforcement Learning. - Somnath Hazra; Pallab Dasgupta; Soumyajit Dey (AAMAS, 2024)

Certifying Learning-Enabled Autonomous Cyber Physical Systems - A Deployment Perspective. - Suraj Singh; Somnath Hazra; Sumanta Dey; Soumyajit Dey (VLSID, 2024)

Adaptive Beamforming for Connected Vehicles - A Co-simulation Framework. - Anik Roy; Varuni Buereddy; Somnath Hazra; Serene Banerjee; Arnab Sarkar 001; Soumyajit Dey (ICCPS, 2025)

Tackling Uncertainties in Multi-Agent Reinforcement Learning through Integration of Agent Termination Dynamics. - Somnath Hazra; Pallab Dasgupta; Soumyajit Dey (AAMAS, 2025)