IIT Publications Search

Pubblicazioni
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
Meanti G., Chatalic A., Kostic V., Novelli P., Pontil M., Rosasco L.
Estimating Koopman operators with sketching to provably learn large scale dynamical systems
Advances in Neural Information Processing Systems
Conference Paper Conference
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
2023
Cella L., Lounici K., Pacreau G., Pontil M.
Multi-task Representation Learning with Stochastic Linear Bandits
Proceedings of Machine Learning Research, vol. 206, pp. 4822-4847
Conference Paper Conference
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, pp. 1-16
Article Journal
2023
Kostic V., Lounici K., Novelli P., Pontil M.
Sharp Spectral Rates for Koopman Operator Learning
Advances in Neural Information Processing Systems
Conference Paper Conference
2023
Falk J. I. T., Bonati L., Novelli P., Parrinello M., Pontil M.
Transfer learning for atomistic simulations using GNNs and kernel mean embeddings
Advances in Neural Information Processing Systems
Conference Paper Conference
2022
Akhavan A., Chzhen E., Pontil M., Tsybakov A.B.
A gradient estimator via L1-randomization for online zero-order optimization with two point feedback
Advances in Neural Information Processing Systems, vol. 35
Conference Paper Conference
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)
2022
KostiA V.R., Salzo S., Pontil M.
Batch Greenkhorn Algorithm for Entropic-Regularized Multimarginal Optimal Transport: Linear Rate of Convergence and Iteration Complexity
Proceedings of Machine Learning Research, vol. 162, pp. 11529-11558
Conference Paper Conference
2022
Frecon J., Gasso G., Pontil M., Salzo S.
Bregman Neural Networks
Proceedings of Machine Learning Research, vol. 162, pp. 6779-6792
Conference Paper Conference
2022
Novelli P., Bonati L., Pontil M., Parrinello M.
Characterizing Metastable States with the Help of Machine Learning
Journal of Chemical Theory and Computation, vol. 18, (no. 9), pp. 5195-5202
2022
Denevi G., Pontil M., Ciliberto C.
Conditional Meta-Learning of Linear Representations
Advances in Neural Information Processing Systems, vol. 35
Conference Paper Conference
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)