Gholamali Aminian - Mean-field Analysis of Generalization Errors | Screen Record

👨Dr. Gholamali Aminian
👤Research Associate @ The Alan Turing Institute
📄Scientific Background
🔹Research Fellowship @ The Royal Society
✒️Educational Background
🔹BSc: Electrical and Electronics Engineering, Amirkabir University of Technology - Tehran Polytechnic
🔸MSc: Communication Engineering, Sharif University of Technology
🔹PhD: Communication systems, Sharif University of Technology
🔗Pages
🌐Home Page (www.ucl.ac.uk/...)
🌐LinkedIn ( / gholamali-aminian-819a... )
🌐Google Scholar (scholar.google...)
📌Presentation Title
➡️Mean-field Analysis of Generalization Errors
We propose a novel framework for exploring weak generalization error of algorithms through the lens of differential calculus on the space of probability measures. Specifically, we consider the KL-regularized empirical risk minimization problem and establish generic conditions under which the generalization error convergence rate, when ...
🅰️Language: Persian
#MeanField
#GeneralizationError