James Arambam
Research Scientist,
School of Computer Science and Engineering,
Nanyang Technological University, Singapore
Email : arambam.singh@ntu.edu.sg
About Me
I am currently a Research Scientist at School of Computer Science and Engineering, Nanyang Technological University(NTU) Singapore, working with Prof. Arvind Easwaran on AI Singapore project.
I completed my PhD in Computer Science in July 2021 from School of Computing and Information Systems, Singapore Management University. I was advised by Prof. Akshat Kumar and Prof. Hoong Chuin Lau
Research Interests
Artificial Intelligence/Machine Learning - Reinforcement learning(RL), Multiagent-RL, Probabilistic inference, Mathematical optimization.
News
- Our paper, Constrained Multiagent Reinforcement Learning for Large Agent Population. is accepted in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD-2022).
- Our paper, Trajectory Optimization for Safe Navigation in Maritime Traffic Using Historical Data is accepted in International Conference on Principles and Practice of Constraint Programming (CP-2022, Machine Learning Track).
- Our paper, Learning and Exploiting Shaped Reward Models for Large Scale Multiagent RL is accepted in International Conference on Automated Planning and Scheduling (ICAPS-2021).
- Our paper, Ship-Gan: Generative Modeling Based Maritime Traffic Simulator (Demo paper) is accepted in International Conference on Autonomous Agents and MultiAgent Systems (AAMAS-2021). (Best Demo Award)
