Publications

2023

  • Planning and Learning for Non-Markovian Negative Side Effects Using Finite State Controllers. Aishwarya Srivastava, Sandhya Saisubramanian, Praveen Paruchuri, Akshat Kumar, Shlomo Zilberstein. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), Feb 2023.
  • Constrained Reinforcement Learning in Hard Exploration Problems. Pankayaraj Pathmanathan and Pradeep Varakantham. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), Feb 2023.
  • Future Aware Pricing and Matching for Sustainable On-demand Ride Pooling. Xianjie Zhang, Pradeep Varakantham and Hao Jiang. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), Feb 2023.

2022

  • Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-Profits in Improving Maternal and Child Health. Aditya Mate, Lovish Madan, Aparna Taneja, Neha Madhiwalla, Shresth Verma, Gargi Singh, Aparna Hegde, Pradeep Varakantham and Milind Tambe. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), Feb 2022.
  • Sample-Efficient Iterative Lower Bound Optimization of Deep Reactive Policies for Planning in Continuous MDPs. Siow Meng Low, Akshat Kumar, Scott Sanner. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), Feb 2022.
  • Multiscale Generative Models: Improving Performance of a Generative Model Using Feedback from Other Dependent Generative Models. C. Chen, A. Bose, S. Cheng, A. Sinha. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), Feb 2022.
  • Choices are not independent: Stackelberg Security Games with Nested Quantal Response Models. Tien Mai Anh and Arunesh Sinha. In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), Feb 2022.
  • Hierarchical Value Decomposition for Effective On-Demand Ride Pooling. Jiang Hao and Pradeep Varakantham. In Proceedings of the joint conference on Autonomous Agents and Multi-Agent Systems, AAMAS 2022.
  • Joint Pricing and Matching for City-Scale Ride Pooling. Sanket Shah, Meghna Lowalekar and Pradeep Varakantham. In Proceedings of International Conference on Automated Planning and Scheduling, ICAPS 2022. 
  • Efficient Resource Allocation with Fairness Constraints in Restless Multi-Armed Bandits. Dexun Li and Pradeep Varakantham. In Proceedings of Uncertainty in Artificial Intelligence, UAI 2022. 
  • Undiscounted Recursive Path Choice Models: Convergence Properties and Algorithms. Mai Anh Tien and E. Frejinger. Transportation Science, 2022.