PublicationsJournal ArticlesL. Liu and U. Mitra, “Policy Gradient in Wireless Network: Neural Network Analysis and Improvement”, in preparation. L. Liu and U. Mitra, “On Sampled Reinforcement Learning in Wireless Networks: Exploitation of Policy Structures”, IEEE Transactions on Communications, vol. 68, no. 5, pp. 2823-2837, 2020. L. Liu, A. Chattopadhyay and U. Mitra, “On Solving Large Scale MDPs: Expoitation of Policy Structures and Spectral Properties”, IEEE Transactions on Communications, vol. 67, no. 6, pp. 4151-4165, 2019. L. Liu, Y. Zhong, W. Zhang and M. Haenggi, “On the impact of Cooperation on Local Delay and Energy Efficiency in Poisson Networks”, IEEE Wireless Communications Letters, vol. 4, no. 3, pp. 241-244, 2015. Conference ProceedingsL. Liu and U. Mitra, “Neural Policy Gradient in Wireless Network: Analysis and Improvement”, IEEE International Global Communications Conference (GLOBECOM), IEEE, 2020, submitted. L. Liu, and U. Mitra, “Policy Sampling and Interpolation for Wireless Networks: A Graph Signal Processing Approach”, IEEE International Global Communications Conference (GLOBECOM), IEEE, 2019. L. Liu, A. Chattopadhyay and U. Mitra, “Exploiting Policy Structure for Solving MDPs with Large State Space”, 52nd Annual Conference on Information Sciences and Systems (CISS), IEEE, Mar, 2018. L. Liu, A. Chattopadhyay and U. Mitra, “On Exploiting Spectral Properties for Solving MDP with Large State Space”, 55th Annual Allerton Conference on Communication, Control and Computing, pp. 1213-1219, IEEE, Oct, 2017 |