IIT Publications Search

Publications
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
2023
Grazzi R., Pontil M., Salzo S.
Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start
Journal of Machine Learning Research
Article Journal
2023
Romeo L., Olugbade T., Pontil M., Bianchi-Berthouze N.
Multi-Rater Consensus Learning for Modeling Multiple Sparse Ratings of Affective Behaviour
IEEE Transactions on Affective Computing
DOI 10.1109/TAFFC.2023.3297270 Article Journal
2023
Ciliberto C., Pontil M., Stamos D.
Reexamining low rank matrix factorization for trace norm regularization
Mathematics In Engineering, vol. 5, (no. 3), pp. 1-22
Article Journal
2023
Wang R., Falk J.I.T., Pontil M., Ciliberto C.
Robust Meta-Representation Learning via Global Label Inference and Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
DOI 10.1109/TPAMI.2023.3328184 Article Journal
2022
Tremmel C., Fernandez-Vargas J., Stamos D., Cinel C., Pontil M., Citi L., Poli R.
A meta-learning BCI for estimating decision confidence
Journal of Neural Engineering, vol. 19, (no. 4)
DOI 10.1088/1741-2552/ac7ba8 Article Journal
2022
Novelli P., Bonati L., Pontil M., Parrinello M.
Characterizing Metastable States with the Help of Machine Learning
Journal of Chemical Theory and Computation
DOI 10.1021/acs.jctc.2c00393 Article Journal
2022
Turri G., Cavallo A., Romeo L., Pontil M., Sanfey A., Panzeri S., Becchio C.
Decoding social decisions from movement kinematics
iScience, vol. 25, (no. 12)
DOI 10.1016/j.isci.2022.105550 Article Journal
2022
Romeo L., Cavallo A., Pepa L., Bianchi-Berthouze N., Pontil M.
Multiple Instance Learning for Emotion Recognition Using Physiological Signals
IEEE Transactions on Affective Computing, vol. 13, (no. 1), pp. 389-407
DOI 10.1109/TAFFC.2019.2954118 Article Journal
2022
Cesa-Bianchi N., Laforgue P., Paudice A., Pontil M.
Multitask Online Mirror Descent
Transactions on Machine Learning Research
Article Journal
2022
Wang R., Ciccone M., Luise G., Yapp A., Pontil M., Ciliberto C.
Schedule-Robust Online Continual Learning
arXiv
Report Journal
2021
Cavallo A., Romeo L., Ansuini C., Battaglia F., Nobili L., Pontil M., Panzeri S., Becchio C.
Identifying the signature of prospective motor control in children with autism
Scientific Reports, vol. 11, (no. 1)
DOI 10.1038/s41598-021-82374-2 Article Journal
2020
Rudi A., Wossnig L., Ciliberto C., Rocchetto A., Pontil M., Severini S.
Approximating hamiltonian dynamics with the Nyström method
Quantum, vol. 4
DOI 10.22331/q-2020-02-20-234 Article Journal
2020
Fiorucci M., Khoroshiltseva M., Pontil M., Traviglia A., Del Bue A., James S.
Machine Learning for Cultural Heritage: A Survey
Pattern Recognition Letters, vol. 133, pp. 102-108
DOI 10.1016/j.patrec.2020.02.017 Article Journal
2020
Oneto L., Donini M., Pontil M., Shawe-Taylor J.
Randomized learning and generalization of fair and private classifiers: From PAC-Bayes to stability and differential privacy
Neurocomputing, vol. 416, pp. 231-243
DOI 10.1016/j.neucom.2019.12.137 Article Journal