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Learning new physics efficiently with nonparametric methods
M Letizia, G Losapio, M Rando, G Grosso, A Wulzer, M Pierini, M Zanetti, ...
The European Physical Journal C 82 (10), 879, 2022
272022
An optimal structured zeroth-order algorithm for non-smooth optimization
M Rando, C Molinari, L Rosasco, S Villa
Advances in Neural Information Processing Systems 36, 2024
62024
Efficient unsupervised learning for plankton images
PD Alfano, M Rando, M Letizia, F Odone, L Rosasco, VP Pastore
2022 26th International Conference on Pattern Recognition (ICPR), 1314-1321, 2022
62022
Ada-bkb: Scalable gaussian process optimization on continuous domains by adaptive discretization
M Rando, L Carratino, S Villa, L Rosasco
International Conference on Artificial Intelligence and Statistics, 7320-7348, 2022
62022
Fast kernel methods for data quality monitoring as a goodness-of-fit test
G Grosso, N Lai, M Letizia, J Pazzini, M Rando, L Rosasco, A Wulzer, ...
Machine Learning: Science and Technology 4 (3), 035029, 2023
52023
Stochastic zeroth order descent with structured directions
M Rando, C Molinari, S Villa, L Rosasco
arXiv preprint arXiv:2206.05124, 2022
42022
Efficient kernel methods for model-independent new physics searches
M Letizia, G Losapio, M Rando, G Grosso, L Rosasco
Proceedings of the deep learning for physical sciences workshop at NeurIPS, 2021
22021
Q-Learning to navigate turbulence without a map
M Rando, M James, A Verri, L Rosasco, A Seminara
ArXiv, 2024
12024
A fast and flexible machine learning approach to data quality monitoring
G Grosso, N Lai, M Letizia, J Pazzini, M Rando, A Wulzer, M Zanetti
arXiv preprint arXiv:2301.08917, 2023
12023
A New Formulation for Zeroth-Order Optimization of Adversarial EXEmples in Malware Detection
M Rando, L Demetrio, L Rosasco, F Roli
arXiv preprint arXiv:2405.14519, 2024
2024
Fast classifier-based GoF test for online data quality monitoring
M Pierini, M Rando, L Rosasco, A Wulzer, MZ UniPd
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