Pedro P. Santos

According to our database, Pedro P. Santos authored at least 11 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Entropic Risk-Aware Monte Carlo Tree Search.

Pedro P. Santos, Jacopo Silvestrin, Alberto Sardinha, Francisco S. Melo

CoRR, January, 2026

Centralized Training with Hybrid Execution in Multi-Agent Reinforcement Learning via Predictive Observation Imputation (Abstract Reprint).

Pedro P. Santos, Diogo S. Carvalho, Miguel Vasco, Alberto Sardinha, Pedro A. Santos, Ana Paiva, Francisco S. Melo

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Solving General-Utility Markov Decision Processes in the Single-Trial Regime with Online Planning.

Pedro P. Santos, Alberto Sardinha, Francisco S. Melo

CoRR, May, 2025

A Computational Model of Inclusive Pedagogy: From Understanding to Application.

Francesco Balzan, Pedro P. Santos, Maurizio Gabbrielli, Mahault Albarracin, Manuel Lopes

CoRR, May, 2025

Centralized training with hybrid execution in multi-agent reinforcement learning via predictive observation imputation.

Pedro P. Santos, Diogo S. Carvalho, Miguel Vasco, Alberto Sardinha, Pedro A. Santos, Ana Paiva, Francisco S. Melo

Artif. Intell., 2025

The Number of Trials Matters in Infinite-Horizon General-Utility Markov Decision Processes.

Pedro P. Santos, Alberto Sardinha, Francisco S. Melo

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

The impact of data distribution on Q-learning with function approximation.

Pedro P. Santos, Diogo S. Carvalho, Alberto Sardinha, Francisco S. Melo

Mach. Learn., September, 2024

Centralized Training with Hybrid Execution in Multi-Agent Reinforcement Learning.

Pedro P. Santos, Diogo S. Carvalho, Miguel Vasco, Alberto Sardinha, Pedro A. Santos, Ana Paiva, Francisco S. Melo

Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, 2024

Generalizing Objective-Specification in Markov Decision Processes.

Pedro P. Santos

Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, 2024

2021

Understanding the Impact of Data Distribution on Q-learning with Function Approximation.

Pedro P. Santos, Francisco S. Melo, Alberto Sardinha, Diogo S. Carvalho

CoRR, 2021

A Methodology for the Development of RL-Based Adaptive Traffic Signal Controllers.

Guilherme S. Varela, Pedro P. Santos, Alberto Sardinha, Francisco S. Melo

CoRR, 2021