Publications
A list of publications can be also found on Google Scholar. * denotes equal contribution.
2024
@inproceedings{zenn2024differentiable, title = {Differentiable Annealed Importance Sampling Minimizes The Symmetrized Kullback-Leibler Divergence Between Initial and Target Distribution}, author = {Zenn, Johannes and Bamler, Robert}, booktitle = {Forty-first International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://arxiv.org/abs/2405.14840}, github = {https://github.com/jzenn/dais0} }
Paper GitHub Copy BibTex2023
@article{xiao2023the, title = {The SVHN Dataset Is Deceptive for Probabilistic Generative Models Due to a Distribution Mismatch}, author = {Xiao*, Tim Z. and Zenn*, Johannes and Bamler, Robert}, journal = {NeurIPS 2023 Workshop on Distribution Shifts}, year = {2023}, url = {https://arxiv.org/abs/2312.02168}, projecturl = {https://jzenn.github.io/svhn-remix} }
Paper Project Page Copy BibTex@inproceedings{zenn2023resampling, title = {Resampling Gradients Vanish in Differentiable Sequential Monte Carlo Samplers}, author = {Zenn, Johannes and Bamler, Robert}, year = {2023}, url = {https://arxiv.org/abs/2304.14390}, booktitle = {International Conference on Learning Representations, Tiny Papers}, github = {https://github.com/jzenn/dsmcs}, poster = {https://nc.mlcloud.uni-tuebingen.de/index.php/s/pcsRa74ArmXirz4} }
Paper GitHub Poster Copy BibTex2021
@article{wenger2021probnum, title = {ProbNum: Probabilistic Numerics in Python}, author = {Wenger, Jonathan and Kr{\"a}mer, Nicholas and Pf{\"o}rtner, Marvin and Schmidt, Jonathan and Bosch, Nathanael and Effenberger, Nina and Zenn, Johannes and Gessner, Alexandra and Karvonen, Toni and Briol, Fran{\c{c}}ois-Xavier and Mahsereci, Maren and Hennig, Philipp}, url = {https://arxiv.org/abs/2112.02100}, journal = {arXiv preprint arXiv:2112.02100}, year = {2021}, github = {https://github.com/probabilistic-numerics/probnum} }
Paper GitHub Copy BibTex