This Collection welcomes original research focused on refining AI algorithms to address increasingly complex tasks in decentralized energy networks, including minimizing latency while enhancing data privacy, solving high-dimensional grid problems with ultra-fast computation, and enabling fully autonomous transactions in peer-to-peer energy markets.