Alexander Shekhovtsov

1. VAE Approximation Error: ELBO and Exponential Families
   2021/02/18 by Alexander Shekhovtsov, Shekhovtsov, Alexander, Dmitrij Schlesinger +3 · 4 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Topic Modeling
2. Reintroducing Straight-Through Estimators as Principled Methods for\n Stochastic Binary Networks
   2020/06/11 by Alexander Shekhovtsov, Shekhovtsov, Alexander, Viktor Yanush +1 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE) #Stochastic Gradient Optimization Techniques
3. Taxonomy of Dual Block-Coordinate Ascent Methods for Discrete Energy Minimization
   2020/04/16 by Siddharth Tourani, Tourani, Siddharth, Alexander Shekhovtsov +5 · 2 citations
   Engineering · Physics and Astronomy · #Advanced Numerical Methods in Computational Mathematics #Electromagnetic Scattering and Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
4. Maximum Persistency in Energy Minimization
   2014/04/14 by Alexander Shekhovtsov, Shekhovtsov, Alexander · 3 citations
   Computer Science · Engineering · #Constraint Satisfaction and Optimization #Data Management and Algorithms #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #Vehicle Routing Optimization Methods
5. Feed-forward Uncertainty Propagation in Belief and Neural Networks
   2018/03/28 by Alexander Shekhovtsov, Boris Flach, Shekhovtsov, Alexander +3 · 1 citation
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
6. MPLP++: Fast, Parallel Dual Block-Coordinate Ascent for Dense Graphical\n Models
   2020/04/16 by Siddharth Tourani, Tourani, Siddharth, Alexander Shekhovtsov +5 · 1 citation
   Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Robotics and Sensor-Based Localization
7. Symmetric Equilibrium Learning of VAEs
   2023/07/19 by Boris Flach, Dmitrij Schlesinger, Flach, Boris +3 · 2 citations
   Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #I.2.6 #Machine Learning (cs.LG) #Machine Learning in Healthcare