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HyperPocket: Generative Point Cloud Completion


Feb 11, 2021
Przemys艂aw Spurek, Artur Kasymov, Marcin Mazur, Diana Janik, S艂awomir Tadeja, 艁ukasz Struski, Jacek Tabor, Tomasz Trzci艅ski


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RegFlow: Probabilistic Flow-based Regression for Future Prediction


Nov 30, 2020
Maciej Zi臋ba, Marcin Przewi臋藕likowski, Marek 艢mieja, Jacek Tabor, Tomasz Trzcinski, Przemys艂aw Spurek


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ProtoPShare: Prototype Sharing for Interpretable Image Classification and Similarity Discovery


Nov 29, 2020
Dawid Rymarczyk, 艁ukasz Struski, Jacek Tabor, Bartosz Zieli艅ski


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Flow-based anomaly detection


Oct 06, 2020
艁ukasz Maziarka, Marek 艢mieja, Marcin Sendera, 艁ukasz Struski, Jacek Tabor, Przemys艂aw Spurek


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Generative models with kernel distance in data space


Sep 15, 2020
Szymon Knop, Marcin Mazur, Przemys艂aw Spurek, Jacek Tabor, Igor Podolak


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Adversarial Examples Detection and Analysis with Layer-wise Autoencoders


Jun 17, 2020
Bartosz W贸jcik, Pawe艂 Morawiecki, Marek 艢mieja, Tomasz Krzy偶ek, Przemys艂aw Spurek, Jacek Tabor


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HyperFlow: Representing 3D Objects as Surfaces


Jun 15, 2020
Przemys艂aw Spurek, Maciej Zi臋ba, Jacek Tabor, Tomasz Trzci艅ski


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Kernel Self-Attention in Deep Multiple Instance Learning


May 25, 2020
Dawid Rymarczyk, Jacek Tabor, Bartosz Zieli艅ski


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Finding the Optimal Network Depth in Classification Tasks


Apr 17, 2020
Bartosz W贸jcik, Maciej Wo艂czyk, Klaudia Ba艂azy, Jacek Tabor


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The Break-Even Point on Optimization Trajectories of Deep Neural Networks


Feb 21, 2020
Stanislaw Jastrzebski, Maciej Szymczak, Stanislav Fort, Devansh Arpit, Jacek Tabor, Kyunghyun Cho, Krzysztof Geras

* Accepted as a spotlight at ICLR 2020. The last two authors contributed equally 

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Molecule Attention Transformer


Feb 19, 2020
艁ukasz Maziarka, Tomasz Danel, S艂awomir Mucha, Krzysztof Rataj, Jacek Tabor, Stanis艂aw Jastrz臋bski


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LocoGAN -- Locally Convolutional GAN


Feb 18, 2020
艁ukasz Struski, Szymon Knop, Jacek Tabor, Wiktor Daniec, Przemys艂aw Spurek


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Hypernetwork approach to generating point clouds


Feb 10, 2020
Przemys艂aw Spurek, Sebastian Winczowski, Jacek Tabor, Maciej Zamorski, Maciej Zi臋ba, Tomasz Trzci艅ski


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WICA: nonlinear weighted ICA


Jan 13, 2020
Andrzej Bedychaj, Przemys艂aw Spurek, Aleksandra Nowak, Jacek Tabor


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Biologically-Inspired Spatial Neural Networks


Oct 07, 2019
Maciej Wo艂czyk, Jacek Tabor, Marek 艢mieja, Szymon Maszke


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Geometric Graph Convolutional Neural Networks


Sep 11, 2019
Przemys艂aw Spurek, Tomasz Danel, Jacek Tabor, Marek 艢mieja, 艁ukasz Struski, Agnieszka S艂owik, 艁ukasz Maziarka


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SeGMA: Semi-Supervised Gaussian Mixture Auto-Encoder


Jun 21, 2019
Marek 艢mieja, Maciej Wo艂czyk, Jacek Tabor, Bernhard C. Geiger


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Fast and Stable Interval Bounds Propagation for Training Verifiably Robust Models


Jun 03, 2019
Pawe艂 Morawiecki, Przemys艂aw Spurek, Marek 艢mieja, Jacek Tabor


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Independent Component Analysis based on multiple data-weighting


May 31, 2019
Andrzej Bedychaj, Przemys艂aw Spurek, 艁ukasz Struskim, Jacek Tabor


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One-element Batch Training by Moving Window


May 31, 2019
Przemys艂aw Spurek, Szymon Knop, Jacek Tabor, Igor Podolak, Bartosz W贸jcik


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Interpolation in generative models


Apr 06, 2019
艁ukasz Struski, Jacek Tabor, Igor Podolak, Aleksandra Nowak


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Hypernetwork functional image representation


Apr 05, 2019
Sylwester Klocek, 艁ukasz Maziarka, Maciej Wo艂czyk, Jacek Tabor, Jakub Nowak, Marek 艢mieja


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Non-linear ICA based on Cramer-Wold metric


Mar 01, 2019
Przemys艂aw Spurek, Aleksandra Nowak, Jacek Tabor, 艁ukasz Maziarka, Stanis艂aw Jastrz臋bski


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LOSSGRAD: automatic learning rate in gradient descent


Feb 20, 2019
Bartosz W贸jcik, 艁ukasz Maziarka, Jacek Tabor

* TFML 2019 

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Sliced generative models


Jan 29, 2019
Szymon Knop, Marcin Mazur, Jacek Tabor, Igor Podolak, Przemys艂aw Spurek

* 11 pages, 4 figures, conference 

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Cramer-Wold AutoEncoder


Oct 04, 2018
Jacek Tabor, Szymon Knop, Przemys艂aw Spurek, Igor Podolak, Marcin Mazur, Stanis艂aw Jastrz臋bski


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Deep processing of structured data


Oct 03, 2018
艁ukasz Maziarka, Marek 艢mieja, Aleksandra Nowak, Jacek Tabor, 艁ukasz Struski, Przemys艂aw Spurek


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Dynamical Isometry is Achieved in Residual Networks in a Universal Way for any Activation Function


Sep 24, 2018
Wojciech Tarnowski, Piotr Warcho艂, Stanis艂aw Jastrz臋bski, Jacek Tabor, Maciej A. Nowak


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Processing of missing data by neural networks


Sep 12, 2018
Marek Smieja, 艁ukasz Struski, Jacek Tabor, Bartosz Zieli艅ski, Przemys艂aw Spurek


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Cascade context encoder for improved inpainting


Mar 11, 2018
Bartosz Zieli艅ski, 艁ukasz Struski, Marek 艢mieja, Jacek Tabor

* Supplemental materials are available at http://www.ii.uj.edu.pl/~zielinsb 

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