Learning the operation of energy storage systems from real trajectories of demand and renewables. - Agustin Castellano; Juan Andrés Bazerque (ISGT, 2020)

Quadratic approximate dynamic programming for scheduling water resources: a case study. - Agustin Castellano; Camila Martínez; Pablo Monzón; Juan Andrés Bazerque; Andrés Ferragut; Fernando Paganini (CoRR, 2020)

Assured RL: Reinforcement Learning with Almost Sure Constraints. - Agustin Castellano; Juan Andrés Bazerque; Enrique Mallada (CoRR, 2020)

Learning to be safe, in finite time. - Agustin Castellano; Juan Andrés Bazerque; Enrique Mallada (ACC, 2021)

Model-free safe policy learning via hard action barrier functions. - Agustin Castellano; Juan Andrés Bazerque; Enrique Mallada (CISS, 2021)

Reinforcement Learning with Almost Sure Constraints. - Agustin Castellano; Hancheng Min; Enrique Mallada; Juan Andrés Bazerque (L4DC, 2022)

Learning Safety Critics via a Non-Contractive Binary Bellman Operator. - Agustin Castellano; Hancheng Min; Juan Andrés Bazerque; Enrique Mallada (ACSSC, 2023)

Learning to Act Safely With Limited Exposure and Almost Sure Certainty. - Agustin Castellano; Hancheng Min; Juan Andrés Bazerque; Enrique Mallada (IEEE Trans. Autom. Control., 2023)