4 papers
Robust Dynamic Material Handling via Adaptive Constrained Evolutionary Reinforcement Learning
Chengpeng Hu, Ziming Wang, Bo Yuan +3
Dynamic material handling (DMH) involves the assignment of dynamically arriving material transporting tasks to suitable vehicles in real time for minimising makespan and tardiness.…
Evolutionary Reinforcement Learning via Cooperative Coevolution
Chengpeng Hu, Jialin Liu, Xin Yao
Recently, evolutionary reinforcement learning has obtained much attention in various domains. Maintaining a population of actors, evolutionary reinforcement learning utilises the c…
3D Building Generation in Minecraft via Large Language Models
Shiying Hu, Zengrong Huang, Chengpeng Hu +1
Recently, procedural content generation has exhibited considerable advancements in the domain of 2D game level generation such as Super Mario Bros. and Sokoban through large langua…
Game Generation via Large Language Models
Chengpeng Hu, Yunlong Zhao, Jialin Liu
Recently, the emergence of large language models (LLMs) has unlocked new opportunities for procedural content generation. However, recent attempts mainly focus on level generation…