Publications

2025

1. 

   A Roadmap Towards Improving Multi-Agent Reinforcement Learning With Causal Discovery And Inference

   Giovanni Briglia, Stefano Mariani, and Franco Zambonelli

   arXiv preprint arXiv:2503.17803, 2025

   Bib

   @article{briglia2025roadmap,
     title = {A Roadmap Towards Improving Multi-Agent Reinforcement Learning With Causal Discovery And Inference},
     author = {Briglia, Giovanni and Mariani, Stefano and Zambonelli, Franco},
     journal = {arXiv preprint arXiv:2503.17803},
     year = {2025},
   }

2024

1. 

   Bearing Fault Detection and Recognition From Supply Currents With Decision Trees

   Giovanni Briglia, Fabio Immovilli, Marco Cocconcelli, and Marco Lippi

   IEEE Access, 2024

   Bib

   @article{10376052,
     author = {Briglia, Giovanni and Immovilli, Fabio and Cocconcelli, Marco and Lippi, Marco},
     journal = {IEEE Access},
     title = {Bearing Fault Detection and Recognition From Supply Currents With Decision Trees},
     year = {2024},
     volume = {12},
     number = {},
     pages = {12760-12770},
     keywords = {Fault detection;Feature extraction;Decision trees;Machine learning;Monitoring;Induction motors;Notch filters;Fault detection;fault recognition;decision trees;explainable artificial intelligence},
     doi = {10.1109/ACCESS.2023.3348245},
   }

2. 

   Improving Reinforcement Learning-Based Autonomous Agents with Causal Models

   Giovanni Briglia, Marco Lippi, Stefano Mariani, and Franco Zambonelli

   In International Conference on Principles and Practice of Multi-Agent Systems, 2024

   Bib

   @inproceedings{briglia2024improving,
     title = {Improving Reinforcement Learning-Based Autonomous Agents with Causal Models},
     author = {Briglia, Giovanni and Lippi, Marco and Mariani, Stefano and Zambonelli, Franco},
     booktitle = {International Conference on Principles and Practice of Multi-Agent Systems},
     pages = {267--283},
     year = {2024},
     organization = {Springer},
   }

2023

1. 

   Cross-Load Generalization of Bearing Fault Recognition with Decision Trees

   Giovanni Briglia, Fabio Immovilli, Marco Cocconcelli, and Marco Lippi

   In 2023 7th International Conference on System Reliability and Safety (ICSRS), 2023

   Bib

   @inproceedings{10381353,
     author = {Briglia, Giovanni and Immovilli, Fabio and Cocconcelli, Marco and Lippi, Marco},
     booktitle = {2023 7th International Conference on System Reliability and Safety (ICSRS)},
     title = {Cross-Load Generalization of Bearing Fault Recognition with Decision Trees},
     year = {2023},
     volume = {},
     number = {},
     pages = {400-406},
     keywords = {Condition monitoring;Training;Fault detection;Feature extraction;Safety;Decision trees;Reliability;Bearing fault detection;decision trees;cross-load generalization;condition monitoring;explainability},
     doi = {10.1109/ICSRS59833.2023.10381353},
   }