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GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency



Lin Tian , Hastings Greer , François-Xavier Vialard , Roland Kwitt , RaĂșl San JosĂ© EstĂ©par , Marc Niethammer


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On Measuring Excess Capacity in Neural Networks



Florian Graf , Sebastian Zeng , Marc Niethammer , Roland Kwitt


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Comparing object recognition in humans and deep convolutional neural networks -- An eye tracking study



Leonard E. van Dyck , Roland Kwitt , Sebastian J. Denzler , Walter R. Gruber

* 21 pages, 8 figures, 1 table 

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Topological Attention for Time Series Forecasting



Sebastian Zeng , Florian Graf , Christoph Hofer , Roland Kwitt


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ICON: Learning Regular Maps Through Inverse Consistency



Hastings Greer , Roland Kwitt , Francois-Xavier Vialard , Marc Niethammer


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Sparse Pose Trajectory Completion



Bo Liu , Mandar Dixit , Roland Kwitt , Gang Hua , Nuno Vasconcelos


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Dissecting Supervised Constrastive Learning



Florian Graf , Christoph D. Hofer , Marc Niethammer , Roland Kwitt


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A Shooting Formulation of Deep Learning



François-Xavier Vialard , Roland Kwitt , Susan Wei , Marc Niethammer


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Topologically Densified Distributions



Christoph D. Hofer , Florian Graf , Marc Niethammer , Roland Kwitt


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