Massimiliano Pontil is Senior Researcher at the Italian Institute of Technology (IIT), where he leads the Computational Statistics and Machine Learning unit, and co-director of the ELLIS Unit Genoa, a joint effort of IIT and the University of Genoa. He is also Professor of Computational Statistics and Machine Learning at University College London and member of the UCL Centre for Artificial Intelligence. He has made significant contributions to machine learning, particularly in the areas of kernel methods, multitask and transfer learning, sparsity regularization and statistical learning theory. Recent interests include meta-learning, algorithm fairness, hyperparameter optimization, and learning dynamical systems. He was awarded the Best Paper Runner Up Award from ICML 2013, an EPSRC Advanced Research Fellowship in 2006-2011, and the Edoardo R. Caianiello Award for the Best Italian PhD Thesis on Connectionism in 2002. He has published about 200 papers at international journals and conferences. His research papers have been cited over 16,000 times and his h-index is 56 (source Scopus, August 2024). He is regularly on the programme committee of the main machine learning conferences (COLT, ICML and NeurIPS), has been on the editorial board of the Machine Learning Journal, Statistics and Computing, JMLR, and was on the Scientific Advisory Board of Max Planck Institute for Intelligent Systems during 2013-2020. He has held visiting positions at a number of universities and research institutes, including the Massachusetts Institute of Technology, the City University of Hong Kong, the Isaac Newton Institute for Mathematical Sciences in Cambridge, the University Carlos III de Madrid, ENSAE Institut Polytechnique Paris, and École Polytechnique.
Massimiliano Pontil
               				Senior Researcher Tenured - Principal Investigator
               			
               		
            		
              			Senior Researcher Tenured - Principal InvestigatorComputational Statistics and Machine Learning
Phone
			              	+39 010 2897 409
	              			Research center
					              	CHT@Erzelli
				              			Biografia
	              			Education
	              			
							                Title: Ph.D. in Physics
							                Institute: University of Genoa
							                Location: Genoa
							                Country: Italy
							                From: 1996 To: 1999
						                
All Publications
	                2025
										Mezidi A.-R., Patracone J., Salzo S., Habrard A., Pontil M., Emonet R., Sebban M.
										A Bregman Proximal Viewpoint on Neural Operators
										International Conference on Machine Learning
									
										
											Conference Paper
										
										
											Conference
										
										
									
								2025
										Mirzaei E., Maurer A., Kostic V.R., Pontil M.
										An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications
										Proceedings of Machine Learning Research, vol. 258, pp. 5158-5166
									
										
											Conference Paper
										
										
											Conference
										
										
									
								2025
										Turri G., Kostic V., Novelli P., Pontil M.
										A randomized algorithm to solve reduced rank operator regression
										SIAM Journal on Mathematics of Data Science
									
										
											Article
										
										
											Journal
										
										
									
								2025
										Siems J., Carstensen T., Zela A., Hutter F., Pontil M., Grazzi R.
										DeltaProduct: Improving State-Tracking in Linear RNNs via Householder Products
										Annual Conference on Neural Information Processing Systems
									
										
											Conference Paper
										
										
											Conference
										
										
									
								2025
										Ordonez-Apraez D., Kostic V. R., Fröhlich A., Lounici K., Pontil M.
										Equivariant Representation Learning for Symmetry-Aware Inference with Guarantees
										Workshop on Making Sense of Data in Robotics: Composition, Curation, and Interpretability at Scale at CoRL 2025
									
										
											Conference Paper
										
										
											Conference
										
										
									
								Awards and Achievements
	                2024
										Sabattini L., Coriolano A., Casert C., Forti S., Barnard S. B., Beltram F., Pontil M., Whitelam S., Coletti C., Rossi A.
										AI-Driven Protocol for 2D Materials Growth: Integrating Adaptive Synthesis and Spectral Analysis
										
									2024
										Sabattini L., Coriolano A., Casert C., Forti S., Barnard S. B., Beltram F., Pontil M., Whitelam S., Coletti C., Rossi A.
										BEST ORAL PRESENTATION: AI-Driven Protocol for 2D Materials Growth: Integrating Adaptive Synthesis and Spectral Analysis
										
									2023
										Bonati L., Perego S., Buigues P., Novelli P., Grazzi R., Pontil M.
										Open Catalyst Challenge - Runner Up Team
										
									2022
										Pontil M.
										Spoke 10 Leader, FAIR Foundation
										
									2020
										Pontil M.
										Advisory Board, Max Planck Institute for Intelligent Systems, Germany
										
									Editorships
	                2013-2025
										Pontil M.
										Journal of Machine Learning Research
										
									2009-2018
										Pontil M.
										Machine Learning Journal
										
									Colleagues of Computational Statistics and Machine Learning
			        			