Junkai Ren

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 12

Top Topics

Function Approximation

Reinforcement Learning

Decision Making

Top Venues

IEEE Trans. Syst. Man Cybern. Syst.

Publications

Junkai Ren, Yixing Lan, Xin Xu, Yichuan Zhang, Qiang Fang, Yujun Zeng
Deep reinforcement learning using least-squares truncated temporal-difference. CAAI Trans. Intell. Technol. 9 (2) (2024)
Hainan Pan, Xieyuanli Chen, Junkai Ren, Bailiang Chen, Kaihong Huang, Hui Zhang, Huimin Lu
Deep Reinforcement Learning for Flipper Control of Tracked Robots in Urban Rescuing Environments. Remote. Sens. 15 (18) (2023)
Hainan Pan, Bailiang Chen, Kaihong Huang, Junkai Ren, Xieyuanli Chen, Huimin Lu
Deep Reinforcement Learning for Flipper Control of Tracked Robots. CoRR (2023)
Yixing Lan, Junkai Ren, Tao Tang, Xin Xu, Yifei Shi, Zixin Tang
Efficient reinforcement learning with least-squares soft Bellman residual for robotic grasping. Robotics Auton. Syst. 164 (2023)
Yichuan Zhang, Junkai Ren, Junxiang Li, Qiang Fang, Xin Xu
Deep Q-learning with Explainable and Transferable Domain Rules. ICIC (2) (2021)
Jiahang Liu, Lei Zuo, Xin Xu, Xinglong Zhang, Junkai Ren, Qiang Fang, Xinwang Liu
Efficient Batch-Mode Reinforcement Learning Using Extreme Learning Machines. IEEE Trans. Syst. Man Cybern. Syst. 51 (6) (2021)
Junkai Ren, Yichuan Zhang, Yujun Zeng, Yixing Lan
Data-efficient Deep Reinforcement Learning Method Toward Scaling Continuous Robotic Task with Sparse Rewards. RCAR (2021)
Xin Xu, Lei Zuo, Xin Li, Lilin Qian, Junkai Ren, Zhenping Sun
A Reinforcement Learning Approach to Autonomous Decision Making of Intelligent Vehicles on Highways. IEEE Trans. Syst. Man Cybern. Syst. 50 (10) (2020)
Junxiang Li, Liang Yao, Xin Xu, Bang Cheng, Junkai Ren
Deep reinforcement learning for pedestrian collision avoidance and human-machine cooperative driving. Inf. Sci. 532 (2020)
Yujun Zeng, Lilin Qian, Junkai Ren
Evolutionary Hierarchical Sparse Extreme Learning Autoencoder Network for Object Recognition. Symmetry 10 (10) (2018)
Yifan Chen, Xiang Zhao, Junjiao Gan, Junkai Ren, Yanli Hu
Content-Based Top-N Recommendation Using Heterogeneous Relations. ADC (2016)
Yifan Chen, Xiang Zhao, Junjiao Gan, Junkai Ren, Yang Fang
Content-Based Top-N Recommendation using Heterogeneous Relations. CoRR (2016)