Federico Bianchi

According to our database, Federico Bianchi authored at least 14 papers between 2019 and 2025.

Collaborative distances:

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

2025

Scalable Safe Policy Improvement for Single and Multi-Agent Systems.

Federico Bianchi

PhD thesis, 2025

Scaling Safe Policy Improvement: Monte Carlo Tree Search and Policy Iteration Strategies.

Federico Bianchi, Alberto Castellini, Edoardo Zorzi, Thiago D. Simão, Matthijs T. J. Spaan, Alessandro Farinelli

J. Artif. Intell. Res., 2025

Enhancing safety and explainability of reinforcement learning agents for environmental monitoring tasks.

Luca Marzari, Francesco Trotti, Francesco Dal Santo, Amirhossein Zhalehmehrabi, Celeste Veronese, Davide Villaboni, Federico Bianchi, Daniele Meli, Alberto Castellini, Alessandro Farinelli

Proceedings of the Joint Proceedings of the Thematic Workshops at Ital-IA 2025 colocated with the 5th National Conference on Artificial Intelligence, 2025

2024

Developing safe and explainable autonomous agents: from simulation to the real world.

Federico Bianchi, Alberto Castellini, Alessandro Farinelli, Luca Marzari, Daniele Meli, Francesco Trotti, Celeste Veronese

Proceedings of the Ital-IA Intelligenza Artificiale, 2024

Scalable Safe Policy Improvement for Factored Multi-Agent MDPs.

Federico Bianchi, Edoardo Zorzi, Alberto Castellini, Thiago D. Simão, Matthijs T. J. Spaan, Alessandro Farinelli

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Scalable Safe Policy Improvement for Single and Multi-Agent Systems (short paper).

Federico Bianchi, Alberto Castellini, Alessandro Farinelli

Proceedings of the 11th Italian Workshop on Artificial Intelligence and Robotics co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2024), 2024

2023

Safe and Efficient Reinforcement Learning for Environmental Monitoring.

Federico Bianchi, Davide Corsi, Luca Marzari, Daniele Meli, Francesco Trotti, Maddalena Zuccotto, Alberto Castellini, Alessandro Farinelli

Proceedings of the Italia Intelligenza Artificiale, 2023

Scalable Safe Policy Improvement via Monte Carlo Tree Search.

Alberto Castellini, Federico Bianchi, Edoardo Zorzi, Thiago D. Simão, Alessandro Farinelli, Matthijs T. J. Spaan

Proceedings of the International Conference on Machine Learning, 2023

2022

Generation and interpretation of parsimonious predictive models for load forecasting in smart heating networks.

Alberto Castellini, Federico Bianchi, Alessandro Farinelli

Appl. Intell., 2022

Monte Carlo Tree Search Planning for Continuous Action and State Spaces (short paper).

Federico Bianchi, Lorenzo Bonanni, Alberto Castellini, Alessandro Farinelli

Proceedings of the 9th Italian Workshop on Artificial Intelligence and Robotics co-located with the the 21th International Conference of the Italian Association for Artificial Intelligence, 2022

2021

Predictive Model Generation for Load Forecasting in District Heating Networks.

Alberto Castellini, Federico Bianchi, Alessandro Farinelli

IEEE Intell. Syst., 2021

2020

Convolutional Neural Network and Stochastic Variational Gaussian Process for Heating Load Forecasting.

Federico Bianchi, Pietro Tarocco, Alberto Castellini, Alessandro Farinelli

Proceedings of the Machine Learning, Optimization, and Data Science, 2020

XM_HeatForecast: Heating Load Forecasting in Smart District Heating Networks.

Federico Bianchi, Francesco Masillo, Alberto Castellini, Alessandro Farinelli

Proceedings of the Machine Learning, Optimization, and Data Science, 2020

2019

Load Forecasting in District Heating Networks: Model Comparison on a Real-World Case Study.

Federico Bianchi, Alberto Castellini, Pietro Tarocco, Alessandro Farinelli

Proceedings of the Machine Learning, Optimization, and Data Science, 2019