Queueing Network Controls via Deep Reinforcement Learning

31 July 2020

Papers citing "Queueing Network Controls via Deep Reinforcement Learning"

10 / 10 papers shown

Title
A Novel Switch-Type Policy Network for Resource Allocation Problems: Technical Report Jerrod Wigmore B. Shrader E. Modiano 67 0 0 19 Jan 2025
Performance of NPG in Countable State-Space Average-Cost RL Yashaswini Murthy Isaac Grosof S. T. Maguluri R. Srikant OffRL 29 1 0 30 May 2024
Intervention-Assisted Policy Gradient Methods for Online Stochastic Queuing Network Optimization: Technical Report Jerrod Wigmore B. Shrader E. Modiano OffRL 21 1 0 05 Apr 2024
Offline Estimation of Controlled Markov Chains: Minimaxity and Sample Complexity Imon Banerjee Harsha Honnappa Vinayak A. Rao OffRL 11 0 0 14 Nov 2022
Hindsight Learning for MDPs with Exogenous Inputs Sean R. Sinclair Felipe Vieira Frujeri Ching-An Cheng Luke Marshall Hugo Barbalho Jingling Li Jennifer Neville Ishai Menache Adith Swaminathan 18 22 0 13 Jul 2022
Logarithmic regret bounds for continuous-time average-reward Markov decision processes Xuefeng Gao X. Zhou 31 8 0 23 May 2022
Learning a Discrete Set of Optimal Allocation Rules in a Queueing System with Unknown Service Rate Saghar Adler Mehrdad Moharrami V. Subramanian 8 1 0 04 Feb 2022
Average-Reward Reinforcement Learning with Trust Region Methods Xiaoteng Ma Xiao-Jing Tang Li Xia Jun Yang Qianchuan Zhao 14 16 0 07 Jun 2021
Learning and Information in Stochastic Networks and Queues N. Walton Kuang Xu 6 20 0 18 May 2021
Scalable Deep Reinforcement Learning for Ride-Hailing Jiekun Feng Mark O. Gluzman J. Dai BDL 16 17 0 27 Sep 2020