Arambam James Singh, Arvind Easwaran, PAS: Probably Approximate Safety Verification of Reinforcement Learning Policy Using Scenario Optimization. Accepted in International Conference on Autonomous Agents and MultiAgent Systems (AAMAS-2024), Auckland, New Zealand. [pdf]
Jiajing Ling, Arambam James Singh, Duc Thien Nguyen, Akshat Kumar, Constrained Multiagent Reinforcement Learning for Large Agent Population. Accepted in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD-2022), Grenoble, France. [pdf]
Chaithanya Basrur, Arambam James Singh, Arunesh Sinha, Akshat Kumar, T.K Satish Kumar, Trajectory Optimization for Safe Navigation in Maritime Traffic Using Historical Data. Accepted in International Conference on Principles and Practice of Constraint Programming (CP-2022, ML Track), Haifa, Israel. [pdf]
Arambam James Singh, Akshat Kumar, Hoong Chuin Lau, Learning and Exploiting Shaped Reward Models for Large Scale Multiagent RL. Accepted in International Conference on Automated Planning and Scheduling (ICAPS-2021), Guangzhou, China. [pdf]
Arambam James Singh, Akshat Kumar, Hoong Chuin Lau, Approximate Difference Rewards for Scalable Multiagent Reinforcement Learning (Extended Abstract). Accepted in International Conference on Autonomous Agents and MultiAgent Systems (AAMAS-2021), London, UK. [pdf]
Chaithanya Basrur, Arambam James Singh, Arunesh Sinha, Akshat Kumar, Ship-Gan: Generative Modeling Based Maritime Traffic Simulator (Demo paper). Accepted in International Conference on Autonomous Agents and MultiAgent Systems (AAMAS-2021), London, UK. [pdf] (Best Demo Award)
Arambam James Singh, Akshat Kumar, Hoong Chuin Lau, Hierarchical Multiagent Reinforcement Learning for Maritime Traffic Management. In proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS-2020), Auckland, New Zealand. [pdf]
Arambam James Singh, Duc Thien Nguyen, Akshat Kumar and Hoong Chuin Lau, Multiagent Decision Making For Maritime Traffic Management. In proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19), Hawaii, USA. [pdf]
Arambam James Singh, Akshat Kumar, Graph Based Optimization For Multiagent Cooperation. In proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS-2019), Montreal, Canada. [pdf]
Arambam James Singh, Akshat Kumar, Multiagent Coordination Using Graph Structured Mathematical Optimization (Extended Abstract). In proceedings of the 16th International Conference on Autonomous Agents and MultiAgent Systems(AAMAS-2017), Sau Paulo, Brazil. [pdf]
Akshat Kumar, Arambam James Singh, Pradeep Varakantham and Daniel Sheldon, Robust Decision Making For Stochastic Network Design. In proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI 2016), Arizona, USA. [pdf]
Poulami Dalapati, Arambam James Singh and Animesh Dutta, Multi-Agent Based Algorithmic Approach for Fast Response in Railway Disaster Handling. In proceedings of the International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT-2015), Singapore. [pdf]
Poulami Dalapati, Arambam James Singh, Animesh Dutta and Swapan Bhattacharya, Multi Agent Based Railway Scheduling and Optimization, In proceedings of Tencon-2014 IEEE Region 10th Conference, Oct 2014, Bangkok, Thailand. [pdf]
Arambam James Singh, Poulami Dalapati and Animesh Dutta, Multi-Agent Based Dynamic Task Allocation, 8th International KES Conference on Agents and Multi-agent System Technologies and Applications, June 2014, Greece. [pdf]
Arambam James Singh, Deepanwita Das and Sruti Kumari, A Swarm Based Area Partitioning Technique by Robots With Limited Capabilities and its Simulation, Eighth International MultiConference on Information Processing - July 2014, Bangalore, India. [pdf]
Arambam James Singh, Sudipta Acharya & Animesh Dutta., Agent Based Task Specific Team Formation for Effective Distributed Decision Making,10th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI- CON), May 2013, Krabi, Thailand. [pdf]
