Researches

Structured Object-Aware Physics Prediction for Video Modeling and Planning

Jannik Kossen, Karl Stelzner, Marcel Hussing, Claas Völcker, Kristian Kersting. Structured Object-Aware Physics Prediction for Video Modeling and Planning. In Proceedings of the International Conference on Learning Representations 2020
paper machine learning reinforcement learning sequence learning variational inference

Unsupervised object detection and sequence modelling for control

Master thesis, written under the supervision of Karl Stelzner and Kristian Kersting at TU Darmstadt. Available at https://cvoelcker.de/doc.ma_thesis.pdf
thesis machine learning reinforcement learning image segmentation university

DeepNotebooks: Deep Probabilistic Models Construct Python Notebooks for Reporting Datasets

Claas Völcker, Alejandro Molina, Johannes Neumann, Dirk Westermann and Kristian Kersting. DeepNotebooks: Deep Probabilistic Models Construct Python Notebooks for Reporting Datasets. In LNCS Proceedings of the Automating Data Science workshop at ECMLPKDD 19
paper machine learning autods

DeepNotebooks – Interactive data analysis using Sum-Product Networks

Bachelor's thesis, written under the supervision of Alejandro Molina and Kristian Kersting at TU Darmstadt. Available at https://userdata.d120.de/cvoelcker/thesis.pdf
thesis machinelearning university