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piecewise linear activation

11 papers

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neural network (4) linear region (3) feedforward neural network (2) network depth (2) decision boundary (2) tropical algebra (1) newton polytope (1) spurious local minima (1) local robustness (1) network minimization (1)

Papers

Unveiling Options with Neural Network Decomposition ICLR 2024 Effects of Data Geometry in Early Deep Learning NeurIPS 2022 Fast Geometric Projections for Local Robustness Certification ICLR 2021 Empirical Studies on the Properties of Linear Regions in Deep Neural Networks ICLR 2020 Multiclass Neural Network Minimization via Tropical Newton Polytope Approximation ICML 2020 Piecewise linear activations substantially shape the loss surfaces of neural networks ICLR 2020 Boosting Robustness Certification of Neural Networks ICLR 2019 Towards Robust, Locally Linear Deep Networks ICLR 2019 Bounds on the Approximation Power of Feedforward Neural Networks ICML 2018 Nearly-tight VC-dimension bounds for piecewise linear neural networks COLT 2017 On the Number of Linear Regions of Deep Neural Networks NeurIPS 2014