Publications
2022
Bressan M., Cesa-Bianchi N., Lattanzi S., Paudice P., Thiessen M.
Active Learning of Classifiers with Label and Seed Queries
Advances in Neural Information Processing Systems, vol. 35
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
Kostic V. R., Salzo S., Pontil M.
Batch Greenkhorn Algorithm for Entropic-Regularized Multi- marginal Optimal Transport: Linear Rate of Convergence and Iteration Complexity
International Conference on Machine Learning ICML 2022, vol. 162, pp. 11529-11558
Article
Conference
2022
Frecon J., Gasso G., Pontil M., Salzo S.
Bregman Neural Networks
Proceedings of the 39 th International Conference on Machine Learning
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
Article
Journal
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)
2022
Meunier D., Pontil M., Ciliberto C.
Distribution Regression with Sliced Wasserstein Kernels
Proceedings of the 39 th International Conference on Machine Learning
Conference Paper
Conference
2022
Grazzi R., Arkhavan A., Falk IJ., Cella L., Pontil M.
Group Meritocratic Fairness in Linear Contextual Bandits
Advances in Neural Information Processing Systems (NeurIPS 2022)
Conference Paper
Conference
2022
Grazzi R., Akhavan A., Falk J. I. T., Cella L., Pontil M.
Group Meritocratic Fairness in Linear Contextual Bandits
NeurIPS
Article
Conference
2022
Falk JIT., Cilibert C., Pontil M.
Implicit kernel meta-learning using kernel integral forms
Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, vol. 38
Conference Paper
Conference
2022
Falk J. I. T., Ciliberto C., Pontil M.
Implicit kernel meta-learning using kernel integral forms
The Conference on Uncertainty in Artificial Intelligence (UAI), vol. 38
Conference Paper
Conference
2022
Kostic V., Novelli P., Maurer A., Ciliberto C., Rosasco L., Pontil M.
Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces
Advances in Neural Information Processing Systems, vol. 35
Conference Paper
Conference
2022
Esposito E., Fusco F., van der Hoeven D., Cesa-Bianchi N.
Learning on the Edge: Online Learning with Stochastic Feedback Graphs
Advances in Neural Information Processing Systems, vol. 36
Conference Review
Conference