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Average-Reward Learning and Planning with Options


Oct 26, 2021
Yi Wan, Abhishek Naik, Richard S. Sutton

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Planning with Expectation Models for Control


Apr 17, 2021
Katya Kudashkina, Yi Wan, Abhishek Naik, Richard S. Sutton

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MADRaS : Multi Agent Driving Simulator


Oct 02, 2020
Anirban Santara, Sohan Rudra, Sree Aditya Buridi, Meha Kaushik, Abhishek Naik, Bharat Kaul, Balaraman Ravindran

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Learning and Planning in Average-Reward Markov Decision Processes


Jun 29, 2020
Yi Wan, Abhishek Naik, Richard S. Sutton

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Discounted Reinforcement Learning is Not an Optimization Problem


Nov 16, 2019
Abhishek Naik, Roshan Shariff, Niko Yasui, Richard S. Sutton

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* Accepted for presentation at the Optimization Foundations of Reinforcement Learning Workshop at NeurIPS 2019 

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RAIL: Risk-Averse Imitation Learning


Nov 29, 2017
Anirban Santara, Abhishek Naik, Balaraman Ravindran, Dipankar Das, Dheevatsa Mudigere, Sasikanth Avancha, Bharat Kaul

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* Accepted for presentation in Deep Reinforcement Learning Symposium at NIPS 2017 

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