IIT Publications Search

Publications
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
Novelli P., Meanti G., Buigues P.J., Rosasco L., Parrinello M., Pontil M., Bonati L.
Fast and Fourier features for transfer learning of interatomic potentials
npj Computational Materials, vol. 11, (no. 1)
DOI 10.1038/s41524-025-01779-z Article Journal
2025
Novelli P., Meanti G., Buigues P., Rosasco L., Parrinello M., Pontil M., Bonati L.
Fast and Fourier Features for Transfer Learning of Interatomic Potentials
npj Computational Materials
Article Journal
2025
Franceschi L., Donini M., Perrone V., Klein A., Archambeau C., Seeger M., Pontil M., Frasconi P.
Hyperparameter optimization in machine learning
Foundations and Trends® in Machine Learning
Article Journal
2025
Cella L., Lounici K., Pacreau G., Pontil M.
Meta Representation Learning with Contextual Linear Bandits
Statistical Science, vol. 40, (no. 3), pp. 437-454
DOI 10.1214/25-STS994 Article Journal
2025
Apraez D.O., Turrisi G., Kostic V., Martin M., Agudo A., Moreno-Noguer F., Pontil M., Semini C., Mastalli C.
Morphological symmetries in robotics
International Journal of Robotics Research
DOI 10.1177/02783649241282422 Note Journal
2025
Wang R., Ciccone M., Pontil M., Ciliberto C.
Schedule-Robust Continual Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
DOI 10.1109/TPAMI.2025.3614868 Article Journal
2025
Devergne T., Kostic V., Pontil M., Parrinello M.
Slow dynamical modes from static averages
Journal of Chemical Physics, vol. 162, (no. 12)
DOI 10.1063/5.0246248 Article Journal
2025
Sabattini L., Coriolano A., Casert C., Forti S., Barnard E.S., Beltram F., Pontil M., Whitelam S., Coletti C., Rossi A.
Towards AI-driven autonomous growth of 2D materials based on a graphene case study
Communications Physics, vol. 8, (no. 1)
DOI 10.1038/s42005-025-02086-1 Article Journal
2024
Akhavan A., Chzhen E., Pontil M., Tsybakov A.B.
Gradient-free optimization of highly smooth functions: improved analysis and a new algorithm
Journal of Machine Learning Research, vol. 25
Article Journal
2024
Akhavan A., Chzhen E., Pontil M., Tsybakov A. B.
Gradient-free optimization of highly smooth functions: improved analysis and a new algorithm"
Journal of Machine Learning Research, vol. 25, (no. 370), pp. 1-50
Article Journal
2024
Parletta D., Paudice A., Pontil M., Salzo S.
High probability bounds for stochastic subgradient schemes with heavy tailed noise
SIAM Journal on Mathematics of Data Science, vol. 6, (no. 4), pp. 953-977
Article Journal
2024
Parletta D.A., Paudice A., Pontil M., Salzo S.
High Probability Bounds for Stochastic Subgradient Schemes with Heavy Tailed Noise
SIAM Journal on Mathematics of Data Science, vol. 6, (no. 4), pp. 953-977
DOI 10.1137/22M1536558 Article Journal
2024
Ordonez-Apraez D., Turrisi G., Kostic V., Martin M., Agudo A., Moreno-Noguer F., Pontil M., Semini C., Mastalli C.
Morphological symmetries in robotics
International Journal of Robotics Research
DOI 10.48550/arXiv.2402.15552 Article Journal
2024
Ordoñez-Apraez D., Turrisi G., Kostic V. R., Martin M., Agudo A., Moreno-Noguer F., Pontil M., Semini C., Mastalli C.
Morphological Symmetries in Robotics
Int. Jour. of Robotics Research
Article in Press Journal