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Martin Trapp
Martin Trapp
Student Projects
PhD Theses
Publications
- Conference contribution Gabler P., Trapp M., Ge H. & Pernkopf F. (2019) Graph Tracking in Dynamic Probabilistic Programs via Source Transformations. in Symposium on Advances in Approximate Bayesian Inference (AABI). [more info]
- Conference contribution Trapp M., Peharz R., Ge H., Pernkopf F. & Ghaharamani Z. (2019) Bayesian Learning of Sum-Product Networks. in Neural Information Processing (NeurIPS). [more info]
- Paper Trapp M., Peharz R. & Pernkopf F. (2019) Optimisation of Overparametrized Sum-Product Networks.. [more info]
- Conference contribution Peharz R., Vergari A., Stelzner K., Molina A., Shao X., Trapp M., Kersting K. & Ghahramani Z. (2019) Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning. in Conference on Uncertainty in Artificial Intelligence (UAI). [more info]
- Conference contribution Trapp M., Peharz R., Rassmusen C. & Pernkopf F. (2018) Learning Deep Mixtures of Gaussian Process Experts Using Sum-Product Networks. in International Conference on Machine Learning (ICML); Workshop on Tractable Probabilistic Models. [more info]
- Conference contribution Trapp M., Madl T., Peharz R., Pernkopf F. & Trappl R. (2017) Safe Semi-Supervised Learning of Sum-Product Networks. in Uncertainty in Artificial Intelligence (UAI). [more info]
