Reinforcement Learning for Zone Based Multiagent Pathfinding under Uncertainty. - Jiajing Ling; Tarun Gupta 002; Akshat Kumar (ICAPS, 2020)

Combining Propositional Logic Based Decision Diagrams with Decision Making in Urban Systems. - Jiajing Ling; Kushagra Chandak; Akshat Kumar (CoRR, 2020)

Integrating Knowledge Compilation with Reinforcement Learning for Routes. - Jiajing Ling; Kushagra Chandak; Akshat Kumar (ICAPS, 2021)

Constrained Multiagent Reinforcement Learning for Large Agent Population. - Jiajing Ling; Arambam James Singh; Nguyen Duc Thien; Akshat Kumar (ECML/PKDD (4), 2022)

Knowledge Compilation for Constrained Combinatorial Action Spaces in Reinforcement Learning. - Jiajing Ling; Moritz Lukas Schuler; Akshat Kumar; Pradeep Varakantham (AAMAS, 2023)

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

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