Deep Encoder-Decoder Neural Network Architectures for Graph Output Signals. - Samuel Rey; Victor Tenorio; Sergio Rozada; Luca Martino; Antonio G. Marques (ACSSC, 2019)

Overparametrized Deep Encoder-Decoder Schemes for Inputs and Outputs Defined over Graphs. - Samuel Rey; Victor Tenorio; Sergio Rozada; Luca Martino; Antonio G. Marques (EUSIPCO, 2020)

Deep Multi-Agent Reinforcement Learning for Cost Efficient Distributed Load Frequency Control. - Sergio Rozada; Dimitra Apostolopoulou; Eduardo Alonso (CoRR, 2020)

Low-rank State-action Value-function Approximation. - Sergio Rozada; Victor Tenorio; Antonio G. Marques (EUSIPCO, 2021)

A Multi-Resolution Low-Rank Tensor Decomposition. - Sergio Rozada; Antonio G. Marques (ICASSP, 2022)

Tensor and Matrix Low-Rank Value-Function Approximation in Reinforcement Learning. - Sergio Rozada; Antonio G. Marques (CoRR, 2022)

Matrix Low-Rank Trust Region Policy Optimization. - Sergio Rozada; Antonio G. Marques (CAMSAP, 2023)

Matrix Low-Rank Approximation for Policy Gradient Methods. - Sergio Rozada; Antonio G. Marques (ICASSP, 2023)

A Tensor Low-Rank Approximation for Value Functions in Multi-Task Reinforcement Learning. - Sergio Rozada; Santiago Paternain; Juan Andrés Bazerque; Antonio G. Marques (IEEECONF, 2024)

Tensor Low-Rank Approximation of Finite-Horizon Value Functions. - Sergio Rozada; Antonio G. Marques (ICASSP, 2024)

Tensor and Matrix Low-Rank Value-Function Approximation in Reinforcement Learning. - Sergio Rozada; Santiago Paternain; Antonio G. Marques (IEEE Trans. Signal Process., 2024)

Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs. - Sergio Rozada; Dongsheng Ding; Antonio G. Marques; Alejandro Ribeiro (AAAI, 2025)

Low-Rank Tensors for Multi-Dimensional Markov Models. - Madeline Navarro; Sergio Rozada; Antonio G. Marques; Santiago Segarra (ICASSP, 2025)

Multilinear Tensor Low-Rank Approximation for Policy-Gradient Methods in Reinforcement Learning. - Sergio Rozada; Hoi-To Wai; Antonio G. Marques (CoRR, 2025)

Solving Finite-Horizon MDPs via Low-Rank Tensors. - Sergio Rozada; Jose Luis Orejuela; Antonio G. Marques (CoRR, 2025)

Unrolling Dynamic Programming via Graph Filters. - Sergio Rozada; Samuel Rey; Gonzalo Mateos; Antonio G. Marques (CoRR, 2025)