@proceedings {7060, title = {Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes}, volume = {PMLR 130}, year = {2021}, pages = {478-486}, author = {Manuel Hau{\ss}mann and Gerwinn, S and Look, A and Rakitsch, B and Kandemir, M} } @proceedings {7059, title = {Bayesian Evidential Deep Learning with PAC Regularization }, year = {2020}, author = {Manuel Hau{\ss}mann and Gerwinn, S and Kandemir, M} } @article {6319, title = {Deep-Learning Jets with Uncertainties and More}, journal = {SciPost Phys}, volume = {8}, year = {2020}, doi = {10.21468/SciPostPhys.8.1.006 }, url = {https://scipost.org/10.21468/SciPostPhys.8.1.006}, author = {Bollweg, S and Manuel Hau{\ss}mann and Kasieczka, G and Luchmann, M and Plehn, T and Thompson, J} } @article {6320, title = {Bayesian Prior Networks with PAC Training}, journal = {arXiv preprint arXiv:1906.00816}, year = {2019}, author = {Manuel Hau{\ss}mann and Gerwinn, S and Kandemir, M.} } @proceedings {6318, title = {Deep Active Learning with Adaptive Acquisition}, year = {2019}, pages = {2470-2476}, doi = { 10.24963/ijcai.2019/343}, author = {Manuel Hau{\ss}mann and Fred A. Hamprecht and Kandemir, M.} } @proceedings {6288, title = {LeMoNADe: Learned Motif and Neuronal Assembly Detection in calcium imaging videos}, year = {2019}, author = {Kirschbaum, E. and Manuel Hau{\ss}mann and Wolf, S and Sonntag, H and Schneider, J and Elzoheiry, S and Kann, O and Durstewitz, D and Fred A. Hamprecht} } @proceedings {6317, title = {Sampling-Free Variational Inference of Bayesian Neural Networks by Variance Backpropagation}, year = {2019}, pages = {563-573}, author = {Manuel Hau{\ss}mann and Fred A. Hamprecht and Kandemir, M.} } @proceedings {6140, title = {Variational Bayesian Multiple Instance Learning with Gaussian Processes}, year = {2017}, pages = {6570-6579}, doi = {10.1109/CVPR.2017.93}, author = {Manuel Hau{\ss}mann and Fred A. Hamprecht and Kandemir, M} } @proceedings {6079, title = {Variational weakly-supervised Gaussian processes}, year = {2016}, author = {Kandemir, M and Manuel Hau{\ss}mann and Ferran Diego and Rajamani, K and van der Laak, J and Fred A. Hamprecht} } @mastersthesis {6143, title = {Weakly Supervised Detection with Gaussian Processes}, year = {2016}, school = {University of Heidelberg}, author = {Manuel Hau{\ss}mann} }