Department of Computer Science & Engineering

Research Interests :

Publications : (Last Five, while at IITM)DBLP | View All

• RePReL: a unified framework for integrating relational planning and reinforcement learning for effective abstraction in discrete and continuous domains. 
  
  Authors : Harsha Kokel, Sriraam Natarajan, Balaraman Ravindran, Prasad Tadepalli
  Appeared in Neural Comput. Appl., Vol 35, pp.16877-16892, Jan 2023
• Hybrid Deep RePReL: Integrating Relational Planning and Reinforcement Learning for Information Fusion. 
  
  Authors : Harsha Kokel, Nikhilesh Prabhakar, Balaraman Ravindran, Erik Blasch, Prasad Tadepalli, Sriraam Natarajan
  Appeared in 25th International Conference on Information Fusion, FUSION 2022, Linkping, Sweden, July 4-7, 2022 (FUSION 2022) ,pp.1-8, Jul 2022
• RePReL: Integrating Relational Planning and Reinforcement Learning for Effective Abstraction. 
  
  Authors : Harsha Kokel, Arjun Manoharan, Sriraam Natarajan, Balaraman Ravindran, Prasad Tadepalli
  Appeared in Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, ICASP 2021, Guangzhou, China (virtual), August 2-13, 2021 (ICASP 2021) ,pp.533-541, Aug 2021
• Relational Boosted Bandits. 
  
  Authors : Ashutosh Kakadiya, Sriraam Natarajan, Balaraman Ravindran
  Appeared in Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021, pp.12123-12130, Feb 2021
• Integrating Human Instructions and Reinforcement Learners: An SRL Approach. 
  
  Authors : Pradyot Korupolu V. N., S. S. Manimaran , Balaraman Ravindran, Sriraam Natarajan
  Appeared in 2nd International Workshop on Statistical Relational AI (StaRAI-12), held at the Uncertainty in Artificial Intelligence Conference (UAI 2012), Catalina Island, CA, USA, August 18, 2012, Aug 2012