Giulia Luise

1. On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology
   2023/02/06 by Francesco Di Giovanni, Di Giovanni, Francesco, Lorenzo Giusti +9 · 32 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
2. A Non-Asymptotic Analysis for Stein Variational Gradient Descent
   2020/06/17 by Anna Korba, Adil Salim, Korba, Anna +7 · 7 citations
   Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Point processes and geometric inequalities #Random Matrices and Applications
3. Meta Optimal Transport
   2022/06/10 by Brandon Amos, Amos, Brandon, Samuel M. Cohen +5 · 2 citations
   Computer Science · Engineering · #3D Shape Modeling and Analysis #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Image Segmentation Techniques
4. Accurate and scalable exchange-correlation with deep learning
   2025/06/17 by Giulia Luise, Chin‐Wei Huang, Luise, Giulia +50 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Methods and Mixture Models #Chemical Physics (physics.chem-ph) #Computational Engineering #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Machine Learning (cs.LG) #Neural Networks and Applications #and Science (cs.CE)
5. Sinkhorn Barycenters with Free Support via Frank-Wolfe Algorithm
   2019/05/30 by Giulia Luise, Saverio Salzo, Luise, Giulia +5 · 1 citation
   Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST) #Topological and Geometric Data Analysis