4 papers
Learning Long-Term Educational Investment Policies under Residential Sorting
Honglei Guo, Shuo Chen, Mingjie Bi +3
Allocating public-school investment effectively and fairly is difficult when school access depends on residence. School improvements can raise nearby housing demand and prices, res…
Hierarchical Multiagent Reinforcement Learning for Multi-Group Tax Game
Honglei Guo, Yuhan Zhao, Yexin Li
Reinforcement learning has increasingly been applied to economic decision-making, including taxation, public spending, and labor supply. However, existing RL-based economic models…
Adaptive Value Decomposition: Coordinating a Varying Number of Agents in Urban Systems
Yexin Li, Jinjin Guo, Haoyu Zhang +3
Multi-agent reinforcement learning (MARL) provides a promising paradigm for coordinating multi-agent systems (MAS). However, most existing methods rely on restrictive assumptions,…
Mean Field Control by Stochastic Koopman Operator via a Spectral Method
Yuhan Zhao, Juntao Chen, Yingdong Lu +1
Mean field control provides a robust framework for coordinating large-scale populations with complex interactions and has wide applications across diverse fields. However, the inhe…