Sparsification as a Remedy for Staleness in Distributed Asynchronous SGD. - Rosa Candela; Giulio Franzese; Maurizio Filippone; Pietro Michiardi (CoRR, 2019)

Model Monitoring and Dynamic Model Selection in Travel Time-Series Forecasting. - Rosa Candela; Pietro Michiardi; Maurizio Filippone; Maria A. Zuluaga (ECML/PKDD (4), 2020)

Isotropic SGD: a Practical Approach to Bayesian Posterior Sampling. - Giulio Franzese; Rosa Candela; Dimitrios Milios; Maurizio Filippone; Pietro Michiardi (CoRR, 2020)

Robust and scalable probabilistic machine learning methods with applications to the airline industry. (Méthodes d'apprentissage automatique probabilistes, robustes et à grande échelle avec des applications à l'industrie aérienne). - Rosa Candela (2021)