Francesco Tonin
Generative models Deep Learning Unsupervised learning Duality Transformers
Arber Zela
Automated Deep Learning, Multi-objective Optimization, Tabular and Time Series Foundation Models, Evolutionary and Emergent Computation.
Artavazd (Arto) Maranjyan
Algorithmic and mathematical foundations of optimization for machine learning, with a particular emphasis on distributed and federated learning, Asynchronous optimization methods for large-scale learning systems, Designing practically motivated algorithms with provable convergence guarantees.