In November 2022, an EAI scientific retreat took place in Gent, Belgium with Students and researchers from all associated projects. Hereby, new ideas and cooperations were brought out during project presentations by means of posters. Special thanks go to the guest speakers Dr. Pietro Verzelli, Dr. Nicolo Alagna and Max Sprang who sparked the scientific discourse with interesting presentations on the topic of machine learning. And of course, besides scientific exchange and interesting talks, the enjoyment of the picturesque city was not neglected. We'd like to thank the Carl Zeiss foundation for funding this special event.