MPML at Tecnico Lisbon (IST) = Mathematics, Physics & Machine Learning
2020.05.21 How we discovered the Higgs ahead of schedule: ML’s role in unveiling the keystone of elementary particle physics
André David Mendes
731 Views
2020.06.04 Computation, Statistics, and Optimization of random functions
Afonso Bandeira
888 Views
2020.10.14 Graph Neural Networks for Pattern Recognition in Particle Physics
Lindsey Gray
670 Views
2020.05.14 The learning machine and beyond: a tour for the curious
Cláudia Soares
1.2K Views
2020.06.18 Learning from distributed datasets: an introduction with two examples
João Xavier
1.2K Views
2020.09.30 Topological Data Analysis and Deep Learning
Gunnar Carlsson
702 Views
2020.05.28 Path integral control theory
Hilbert Johan Kappen
789 Views
2020.07.02 On the Interplay between Physics and Deep Learning
Kyle Cranmer
900 Views
2020.07.16 Reinforcement Learning and Adaptive Control
João Miranda Lemos
1.1K Views
2020.07.09 Climate action and cooperation dynamics under uncertainty
Francisco C. Santos
840 Views
2020.07.30 TensorFlow Quantum An open source framework for hybrid quantum-classical machine learning
Masoud Mohseni
852 Views
2020.07.23 Progress and hurdles in the statistical mechanics of deep learning
Marylou Gabrié
845 Views
2020.10.07 Machine Learning and Scientific Computing
Weinan E
785 Views
2020.10.21 Learning Interaction laws in particle- and agent-based systems
Mauro Maggioni
771 Views
2020.11.04 Mathematical aspects of neural network learning through measure dynamics
Joan Bruna
898 Views
2020.11.11 Learning and Learning to Solve PDEs
Bin Dong
679 Views
2020.12.16 From Optimization Algorithms to Dynamical Systems and Back
René Vidal
741 Views
2021.02.17 Dealing with Correlated Variables in Supervised Learning
Mário Figueiredo
810 Views
2021.02.10 Causal Inference and Autoencoders in the Light of Drug Repurposing for SARS-CoV-2
Caroline Uhler
839 Views
2021.02.22 Statistical physics through the lens of real-space mutual information
Maciej Koch-Janusz
631 Views
2021.03.03 Model based control design combining Lyapunov and optimization tools
A. Pedro Aguiar
903 Views
2021.03.17 Information-theoretic bounds on quantum advantage in machine learning
Hsin Yuan Huang, (Robert)
775 Views
2021.03.22 Quantum many-body dynamics in two dimensions with artificial neural networks
Markus Heyl
725 Views
2021.03.31 Machine learning for Fluid Mechanics
Steve Brunton
899 Views