ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal
Control

ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control

15 November 2021

Xingshuai Huang

Papers citing "ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control"

19 / 19 papers shown

Title
Traffic expertise meets residual RL: Knowledge-informed model-based residual reinforcement learning for CAV trajectory control Zihao Sheng Zilin Huang Sikai Chen 69 10 0 30 Aug 2024
AttendLight: Universal Attention-Based Reinforcement Learning Model for Traffic Signal Control Afshin Oroojlooy M. Nazari Davood Hajinezhad Jorge Silva 58 85 0 12 Oct 2020
GeneraLight: Improving Environment Generalization of Traffic Signal Control via Meta Reinforcement Learning Chang-rui Liu Huichu Zhang Weinan Zhang Guanjie Zheng Yong Yu 36 42 0 17 Sep 2020
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning Xiaoqiang Wang Liangjun Ke Zhimin Qiao Xinghua Chai 40 112 0 10 Aug 2019
Benchmarking Model-Based Reinforcement Learning Tingwu Wang Xuchan Bao I. Clavera Jerrick Hoang Yeming Wen Eric D. Langlois Matthew Shunshi Zhang Guodong Zhang Pieter Abbeel Jimmy Ba OffRL 59 361 0 03 Jul 2019
Learning Phase Competition for Traffic Signal Control Guanjie Zheng Yuanhao Xiong Xinshi Zang J. Feng Hua Wei Huichu Zhang Yong Li Kai Xu Z. Li 42 223 0 12 May 2019
Diagnosing Reinforcement Learning for Traffic Signal Control Guanjie Zheng Xinshi Zang Nan Xu Hua Wei Zhengyao Yu Vikash V. Gayah Kai Xu Z. Li 53 90 0 12 May 2019
CoLight: Learning Network-level Cooperation for Traffic Signal Control Hua Wei Nan Xu Huichu Zhang Guanjie Zheng Xinshi Zang Chacha Chen Weinan Zhang Yanmin Zhu Kai Xu Z. Li 59 355 0 11 May 2019
Learning to Paint With Model-based Deep Reinforcement Learning Zhewei Huang Wen Heng Shuchang Zhou GAN 63 153 0 11 Mar 2019
Model-Based Reinforcement Learning for Atari Lukasz Kaiser Mohammad Babaeizadeh Piotr Milos B. Osinski R. Campbell ... Sergey Levine Afroz Mohiuddin Ryan Sepassi George Tucker Henryk Michalewski OffRL 109 851 0 01 Mar 2019
Low Level Control of a Quadrotor with Deep Model-Based Reinforcement Learning Nathan Lambert Daniel S. Drew Joseph Yaconelli Roberto Calandra Sergey Levine K. Pister 43 145 0 11 Jan 2019
Model-Based Reinforcement Learning via Meta-Policy Optimization I. Clavera Jonas Rothfuss John Schulman Yasuhiro Fujita Tamim Asfour Pieter Abbeel 66 225 0 14 Sep 2018
Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical Guarantees Yuping Luo Huazhe Xu Yuanzhi Li Yuandong Tian Trevor Darrell Tengyu Ma OffRL 92 225 0 10 Jul 2018
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models Kurtland Chua Roberto Calandra R. McAllister Sergey Levine BDL 192 1,263 0 30 May 2018
Learning to Adapt in Dynamic, Real-World Environments Through Meta-Reinforcement Learning Anusha Nagabandi I. Clavera Simin Liu R. Fearing Pieter Abbeel Sergey Levine Chelsea Finn 104 540 0 30 Mar 2018
Model-Ensemble Trust-Region Policy Optimization Thanard Kurutach I. Clavera Yan Duan Aviv Tamar Pieter Abbeel 60 450 0 28 Feb 2018
Neural Network Dynamics for Model-Based Deep Reinforcement Learning with Model-Free Fine-Tuning Anusha Nagabandi G. Kahn R. Fearing Sergey Levine 83 967 0 08 Aug 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 781 11,793 0 09 Mar 2017
Path Integral Guided Policy Search Yevgen Chebotar Mrinal Kalakrishnan Ali Yahya A. Li S. Schaal Sergey Levine 71 149 0 03 Oct 2016