Pricing in Prosumer Aggregations using Reinforcement Learning. - Utkarsha Agwan; Lucas Spangher; William F. Arnold; Tarang Srivastava; Kameshwar Poolla; Costas J. Spanos (e-Energy, 2021)

Adapting Surprise Minimizing Reinforcement Learning Techniques for Transactive Control. - William F. Arnold; Tarang Srivastava; Lucas Spangher; Utkarsha Agwan; Costas J. Spanos (e-Energy, 2021)

Offline-online reinforcement learning for energy pricing in office demand response: lowering energy and data costs. - Doseok Jang; Lucas Spangher; Tarang Srivastava; Manan Khattar; Utkarsha Agwan; Selvaprabu Nadarajah; Costas J. Spanos (BuildSys, 2021)

Personalized Federated Hypernetworks for Multi-Task Reinforcement Learning in Microgrid Energy Demand Response. - Doseok Jang; Lucas Spangher; Tarang Srivastava; Larry Yan; Costas J. Spanos (BuildSys, 2023)