I am a third-year PhD student at the School of Informatics, University of Edinburgh. I am a member of the Bayesian and Neural Systems group, advised by Prof. Amos Storkey and Prof. Chris Williams. I am broadly interested in Generative Models, Bayesian Inference, Unsupervised Representation Learning, Graph Representation Learning and Physics-prior in Neural Networks. My current research is on using Hamiltonian operators to disentangle content-motion in image sequences. Previously, I completed MSc. in Computer Science at the University of Bonn, where I was a research assistant at the Smart Data Analytics (SDA) group. I worked on Machine Learning for Knowledge Graphs with Prof. Asja Fischer and Prof. Jens Lehmann. In my master thesis, I developed a GAN framework for speech-to-speech synthesis advised by Prof. Asja Fischer and Dr. Fabien Cardinaux.