Traffic Light Control Using Deep Policy-Gradient and Value-Function
Based Reinforcement Learning

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Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning

28 April 2017

Seyed Sajad Mousavi

Michael Schukat

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Papers citing "Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning"

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Title
Towards Robust Deep Reinforcement Learning for Traffic Signal Control: Demand Surges, Incidents and Sensor Failures Filipe Rodrigues Carlos Lima Azevedo 112 21 0 17 Apr 2019
A Survey on Traffic Signal Control Methods Hua Wei Guanjie Zheng Vikash V. Gayah Ruoyao Xiao 155 268 0 17 Apr 2019
A Solution for Dynamic Spectrum Management in Mission-Critical UAV Networks Alireza Shamsoshoara M. Khaledi Fatemeh Afghah Abolfazl Razi Jonathan D. Ashdown K. Turck 105 27 0 16 Apr 2019
SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning ApproachPLoS ONE (PLoS ONE), 2019 Sajad Mousavi Fatemeh Afghah U. R. Acharya 190 426 0 05 Mar 2019
Deep Reinforcement Learning for Multi-Agent Systems: A Review of Challenges, Solutions and Applications Thanh Thi Nguyen Ngoc Duy Nguyen S. Nahavandi 278 913 0 31 Dec 2018
Distributed Cooperative Spectrum Sharing in UAV Networks Using Multi-Agent Reinforcement Learning Alireza Shamsoshoara M. Khaledi Fatemeh Afghah Abolfazl Razi Jonathan D. Ashdown 108 77 0 13 Nov 2018
Deep Reinforcement Learning for Traffic Light Control in Vehicular Networks Xiaoyuan Liang Xunsheng Du Guiling Wang Zhu Han 131 468 0 29 Mar 2018
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 815 1,719 0 25 Jan 2017
Using a Deep Reinforcement Learning Agent for Traffic Signal Control Wade Genders S. Razavi 106 304 0 03 Nov 2016
Deep learning is competing random forest in computational docking Mohamed A. Khamis Walid Gomaa Basem Galal 53 8 0 23 Aug 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 706 9,568 0 04 Feb 2016
Gradient Estimation Using Stochastic Computation GraphsNeural Information Processing Systems (NeurIPS), 2015 John Schulman N. Heess T. Weber Pieter Abbeel OffRL 369 399 0 17 Jun 2015
Adam: A Method for Stochastic OptimizationInternational Conference on Learning Representations (ICLR), 2014 Diederik P. Kingma Jimmy Ba ODL 4.5K 160,594 0 22 Dec 2014
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 279 13,171 0 19 Dec 2013
Experiments with Infinite-Horizon, Policy-Gradient EstimationJournal of Artificial Intelligence Research (JAIR), 2001 Jonathan Baxter Peter L. Bartlett Lex Weaver 248 171 0 03 Jun 2011