MetroWatch: A Predictive System to Estimate Travel Attributes Using Smart Card Data. - Janaka Chathuranga Brahmanage; Thivya Kandappu; Baihua Zheng (ICDE, 2023)

FlowPG: Action-constrained Policy Gradient with Normalizing Flows. - Janaka Chathuranga Brahmanage; Jiajing Ling; Akshat Kumar (NeurIPS, 2023)

A Data-Driven Approach for Scheduling Bus Services Subject to Demand Constraints. - Janaka Chathuranga Brahmanage; Thivya Kandappu; Baihua Zheng (IEEE Trans. Knowl. Data Eng., 2023)

Leveraging Constraint Violation Signals for Action Constrained Reinforcement Learning. - Janaka Chathuranga Brahmanage; Jiajing Ling; Akshat Kumar (AAAI, 2025)

ShipNaviSim: Data-Driven Simulation for Real-World Maritime Navigation. - Quang Anh Pham; Janaka Chathuranga Brahmanage; Akshat Kumar (AAMAS, 2025)