Higher-Order Action Regularization in Deep Reinforcement Learning: From Continuous Control to Building Energy Management

Faizan Ahmed, Aniket Dixit, James Brusey

Deep reinforcement learning agents often exhibit erratic, high-frequency control behaviors that hinder real-world deployment due to excessive energy consumption and mechanical wear…