Andreas Hermansen

Introduction
My research:
Foundation models for High Energy Physics
Applications of Diffusion Models & Flows
Former (IceCube reconstrcutions/GraphNeT)
My expertise is:
ML: GNNs, Transformers
I’ve got my eyes on:
Foundation Models and Consistency models
Incorporating physical knowledge into models
I want to know more about:
Connections between physics and AI
Projects
Svyatoslav Voloshynovskiy
Denoising diffusion probabilistic models
Develop novel methods of inverse problem solutions based on denoising diffusion probabilistic models; investigate new approaches to uncertainty estimation based on stochasticity of denoising diffusion models; introduce new techniques of conditional generation based on concatenation, cross-attention and bias.