Pierfrancesco Urbani
According to our database1,
Pierfrancesco Urbani
authored at least 14 papers
between 2018 and 2024.
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Bibliography
2024
2023
Stochastic Gradient Descent outperforms Gradient Descent in recovering a high-dimensional signal in a glassy energy landscape.
CoRR, 2023
2021
Stochasticity helps to navigate rough landscapes: comparing gradient-descent-based algorithms in the phase retrieval problem.
Mach. Learn. Sci. Technol., September, 2021
Just a Momentum: Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problem.
CoRR, 2021
Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problems.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
2020
Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
The Role of Regularization in Classification of High-dimensional Noisy Gaussian Mixture.
Proceedings of the 37th International Conference on Machine Learning, 2020
2019
Passed & Spurious: analysing descent algorithms and local minima in spiked matrix-tensor model.
CoRR, 2019
Passed & Spurious: Descent Algorithms and Local Minima in Spiked Matrix-Tensor Models.
Proceedings of the 36th International Conference on Machine Learning, 2019
2018
CoRR, 2018