S. Mohammad H. Hosseini D.

My full name is Seyed MohammadHossein Hosseini Dastjae (not unlike Albus Percival Wulfric Brian Dumbledore :)) but I mostly go by “Mamad”. I’m a recent graduate in Computer Engineering B.Sc. from the University of Isfahan. Throughout my undergraduate studies I worked on topics in Statistical Inference and Generative Modeling. Furthermore, I have worked on various projects in Machine Learning e.g., Computer Vision, Graph Neural Networks and Natural Language processing.

I focus on Pure Mathematics and how it can inspire novel ideas in Machine Learning. For example, the Stochastic Calculus take on Diffusion and Flow Models, Homeomorphism Interpolation done by Neural ODEs or relation of Flows and the theory of Differential Equations are a small number of these ideas. Besides these inspirations, I want to dive deeper in more abstract ideas from Pure Mathematics in my following endeavours. Specifically, I want to find Stochastic Processses that better suit Generative Modeling, Analytically and Topologically.