| 2024 | AISTATS | Symmetric Equilibrium Learning of VAEs. | Boris Flach, Dmitrij Schlesinger, Alexander Shekhovtsov |
| 2023 | ICCV | Generalized Differentiable RANSAC. | Tong Wei, Yash Patel, Alexander Shekhovtsov, Jir Matas, Daniel Barath |
| 2023 | ICML | Cold Analysis of Rao-Blackwellized Straight-Through Gumbel-Softmax Gradient Estimator. | Alexander Shekhovtsov |
| 2022 | ICLR | VAE Approximation Error: ELBO and Exponential Families. | Alexander Shekhovtsov, Dmitrij Schlesinger, Boris Flach |
| 2021 | CVPR | Initialization and Transfer Learning of Stochastic Binary Networks From Real-Valued Ones. | Anastasiia Livochka, Alexander Shekhovtsov |
| 2020 | AISTATS | Taxonomy of Dual Block-Coordinate Ascent Methods for Discrete Energy Minimization. | Siddharth Tourani, Alexander Shekhovtsov, Carsten Rother, Bogdan Savchynskyy |
| 2020 | CVPR | Belief Propagation Reloaded: Learning BP-Layers for Labeling Problems. | Patrick Knbelreiter, Christian Sormann, Alexander Shekhovtsov, Friedrich Fraundorfer, Thomas Pock |
| 2019 | ICLR | Feed-forward Propagation in Probabilistic Neural Networks with Categorical and Max Layers. | Alexander Shekhovtsov, Boris Flach |
| 2018 | ACCV | Stochastic Normalizations as Bayesian Learning. | Alexander Shekhovtsov, Boris Flach |
| 2018 | ECCV | MPLP++: Fast, Parallel Dual Block-Coordinate Ascent for Dense Graphical Models. | Siddharth Tourani, Alexander Shekhovtsov, Carsten Rother, Bogdan Savchynskyy |
| 2017 | CVPR | End-to-End Training of Hybrid CNN-CRF Models for Stereo. | Patrick Knbelreiter, Christian Reinbacher, Alexander Shekhovtsov, Thomas Pock |
| 2016 | ECCV | Complexity of Discrete Energy Minimization Problems. | Mengtian Li, Alexander Shekhovtsov, Daniel Huber |
| 2015 | CVPR | Maximum persistency via iterative relaxed inference with graphical models. | Alexander Shekhovtsov, Paul Swoboda, Bogdan Savchynskyy |
| 2014 | CVPR | Maximum Persistency in Energy Minimization. | Alexander Shekhovtsov |
| 2010 | ICPR | Joint Image GMM and Shading MAP Estimation. | Alexander Shekhovtsov, Vclav Hlavc |
| 2008 | CVPR | A discrete search method for multi-modal non-rigid image registration. | Alexander Shekhovtsov, Juan D. Garca-Arteaga, Toms Werner |
| 2008 | ICML | On partial optimality in multi-label MRFs. | Pushmeet Kohli, Alexander Shekhovtsov, Carsten Rother, Vladimir Kolmogorov, Philip H. S. Torr |
| 2007 | CVPR | Efficient MRF Deformation Model for Non-Rigid Image Matching. | Alexander Shekhovtsov, Ivan Kovtun, Vclav Hlavc |