5 papers · 1 filter
Skill-Aware Diffusion for Generalizable Robotic Manipulation
Aoshen Huang, Jiaming Chen, Jiyu Cheng +3
Robust generalization in robotic manipulation is crucial for robots to adapt flexibly to diverse environments. Existing methods usually improve generalization by scaling data and n…
Dual-Attention Heterogeneous GNN for Multi-robot Collaborative Area Search via Deep Reinforcement Learning
Lina Zhu, Jiyu Cheng, Yuehu Liu +1
In multi-robot collaborative area search, a key challenge is to dynamically balance the two objectives of exploring unknown areas and covering specific targets to be rescued. Exist…
Autonomous and Adaptive Role Selection for Multi-robot Collaborative Area Search Based on Deep Reinforcement Learning
Lina Zhu, Jiyu Cheng, Hao Zhang +3
In the tasks of multi-robot collaborative area search, we propose the unified approach for simultaneous mapping for sensing more targets (exploration) while searching and locating…
Nowhere to Go: Benchmarking Multi-robot Collaboration in Target Trapping Environment
Hao Zhang, Jiaming Chen, Jiyu Cheng +3
Collaboration is one of the most important factors in multi-robot systems. Considering certain real-world applications and to further promote its development, we propose a new benc…
Mobile Robot Path Planning in Dynamic Environments: A Survey
Kuanqi Cai, Chaoqun Wang, Jiyu Cheng +2
There are many challenges for robot navigation in densely populated dynamic environments. This paper presents a survey of the path planning methods for robot navigation in dense en…