The Mathematics of Machine Learning

Co-founded by PRIN: Gradient flows, Optimal Transport and Metric Measure Structures, AFORS, CRCNSERC: Artificial Intelligence at the Interface of Chemistry and Mathematics

23 January 2023 - 27 January 2023

Timetable

Date	Time	Speaker	Room
Mon 23 Jan	9:30- 10:15	Registration	Aula Dini
	10:15- 10:30	Welcome address Prof. Malchiodi	Aula Dini
	10:30- 12:00	Carleo, Giuseppe - Vicentini, Filippo "Machine Learning for Quantum Physics"	Aula Dini
	12:00- 14:00	Lunch
	14:00- 15:30	Chewi, Sinho "Log-concave sampling"	Aula Dini
	15:30- 16:00	Coffee break	Aula Dini
	16:00- 17:00	Carleo, Giuseppe - Vicentini, Filippo "Machine Learning for Quantum Physics"	Aula Dini
Tue 24 Jan	8:30- 10:00	Rudi, Alessandro "Kernel Sums of Squares for Non-Convex Optimization with Certificates"	Aula Dini
	10:00- 10:30	Coffee break	Aula Dini
	10:30- 12:00	Carleo, Giuseppe - Vicentini, Filippo "Machine Learning for Quantum Physics"	Aula Dini
	12:00- 14:00	Lunch
	14:00- 15:30	Chewi, Sinho "Log-concave sampling"	Aula Dini
	15:30- 16:00	Coffee break	Aula Dini
	16:00- 16:10	Parton, Maurizio "Improving Performance in Neural Networks by Dendrites-Activated Connections"	Aula Dini
	16:15- 16:25	Scagliotti, Alessandro "Normalizing Flows as Ensemble Optimal Control problems"	Aula Dini
	16:30- 16:40	Cipriani, Cristina "A Mean-Field Optimal Control Approach to the Training of NeurODEs"	Aula Dini
	16:45- 16:55	Giambagli, Lorenzo "Spectral Learning in Feedforward Neural Networks"	Aula Dini
	17:00- 17:10	Shalova, Anna "Regularization properties of dropout"	Aula Dini
	17:15- 17:25	Bonasera, Lorenzo "Optimal Shapelets Tree for Time Series Interpretable Classification"	Aula Dini
Wed 25 Jan	8:30- 10:00	Carleo, Giuseppe - Vicentini, Filippo "Machine Learning for Quantum Physics"	Aula Dini
	10:00- 10:30	Coffee break	Aula Dini
	10:30- 12:00	Rudi, Alessandro "Kernel Sums of Squares for Non-Convex Optimization with Certificates"	Aula Dini
	12:00- 14:00	Lunch
	14:00- 15:00	Ambrosio, Luigi "Special seminar: On some variational problems involving functions with bounded Hessian"	Aula Dini
Thu 26 Jan	8:30- 10:00	Rudi, Alessandro "Kernel Sums of Squares for Non-Convex Optimization with Certificates"	Aula Dini
	10:00- 10:30	Coffee break	Aula Dini
	10:30- 12:00	Carleo, Giuseppe - Vicentini, Filippo "Machine Learning for Quantum Physics"	Aula Dini
	12:00- 14:00	Lunch
	14:00- 15:30	Chewi, Sinho "Log-concave sampling"	Aula Dini
	15:30- 16:00	Coffee break	Aula Dini
	16:00- 16:10	Riedl, Konstantin "Evading Nonconvexity with Consensus-Based Optimization in the Mean-Field Limit"	Aula Dini
	16:15- 16:25	Trombini, Ilaria "Analysis of hyperparameters in the class of 1st order stochastic optimization methods"	Aula Dini
	16:30- 16:40	Medina, Ismael "Can one solve optimal transport with a Wasserstein gradient flow? Revisiting the Angenent- Haker-Tannenbau scheme"	Aula Dini
	16:45- 16:55	Catozzi, Ambra "Biomedical image classification via dynamically early stopped artificial neural network"	Aula Dini
	17:00- 17:10	Tsaknaki, Yvonni "Online Prediction of Order Flow with Bayesian Change-Point Detection Methods"	Aula Dini
	17:15- 17:25	Milanesi, Simone "The BeMi Stardust: a Structured Ensemble of Binarized Neural Networks"	Aula Dini
Fri 27 Jan	8:30- 10:00	Rudi, Alessandro "Kernel Sums of Squares for Non-Convex Optimization with Certificates"	Aula Dini
	10:00- 10:30	Coffee break	Aula Dini
	10:30- 12:00	Chewi, Sinho "Log-concave sampling"	Aula Dini
	12:00- 14:00	Lunch