papers
Publications (3)
cs.HC2024
Intuitive interaction flow: A Dual-Loop Human-Machine Collaboration Task Allocation Model and an experimental study
Jiang Xu, Qiyang Miao, Ziyuan Huang +5
This study investigates the issue of task allocation in Human-Machine Collaboration (HMC) within the context of Industry 4.0. By integrating philosophical insights and cognitive sc…
cs.AI2021
Efficient Reinforcement Learning Development with RLzoo
Zihan Ding, Tianyang Yu, Yanhua Huang +5
Many researchers and developers are exploring for adopting Deep Reinforcement Learning (DRL) techniques in their applications. They however often find such an adoption challenging.…
cs.LG2019
Iterative Update and Unified Representation for Multi-Agent Reinforcement Learning
Jiancheng Long, Hongming Zhang, Tianyang Yu +1
Multi-agent systems have a wide range of applications in cooperative and competitive tasks. As the number of agents increases, nonstationarity gets more serious in multi-agent rein…