21 citations · 25 across the 10 of their papers we have counts for
3 papers · 1 filter
DACOOP-A: Decentralized Adaptive Cooperative Pursuit via Attention
Zheng Zhang, Dengyu Zhang, Qingrui Zhang +2
Integrating rule-based policies into reinforcement learning promises to improve data efficiency and generalization in cooperative pursuit problems. However, most implementations do…
SYNLOCO: Synthesizing Central Pattern Generator and Reinforcement Learning for Quadruped Locomotion
Xinyu Zhang, Zhiyuan Xiao, Qingrui Zhang +1
The Central Pattern Generator (CPG) is adept at generating rhythmic gait patterns characterized by consistent timing and adequate foot clearance. Yet, its open-loop configuration o…
Reinforcement Learning for Safe Robot Control using Control Lyapunov Barrier Functions
Desong Du, Shaohang Han, Naiming Qi +3
Reinforcement learning (RL) exhibits impressive performance when managing complicated control tasks for robots. However, its wide application to physical robots is limited by the a…