3 papers
eess.SY2026
Human-in-the-Loop Distributed Control of Grid-Interactive Buildings for Demand Response Participation
Kasra Mazarei Saadabadi, Dongming Wang, Wei Ren +2
This paper proposes a human-in-the-loop distributed consensus control approach for demand-side management across multiple buildings. Specifically, a novel framework is introduced i…
cs.MA2026
Scalable Policy Optimization for Networked Multi-Agent Reinforcement Learning with Continuous State-Action Spaces
Dongming Wang, Pengcheng Dai, Wenwu Yu +1
We develop the Continuous Distributed Coupled Policy Gradient (CDCPG) algorithm for cooperative reinforcement learning in networked Markov decision processes with continuous state…
cs.MA2025
Distributed scalable coupled policy algorithm for networked multi-agent reinforcement learning
Pengcheng Dai, Dongming Wang, Wenwu Yu +1
This paper studies networked multi-agent reinforcement learning (NMARL) with interdependent rewards and coupled policies. In this setting, each agent's reward depends on its own st…