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network size

6 papers

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network depth (2) neural network approximation (2) leaky integrate-and-fire (1) piecewise constant function (1) polyhedral region (1) depth separation (1) constant-depth network (1) norm constraint (1) network interpolation (1) monotone neural network (1)

Papers

Time to Spike? Understanding the Representational Power of Spiking Neural Networks in Discrete Time ICML 2025 The Effect of Weight Precision on the Neuron Count in Deep ReLU Networks ICML 2024 Size and depth of monotone neural networks: interpolation and approximation NeurIPS 2022 A Law of Robustness for Two-Layers Neural Networks COLT 2021 Depth Separations in Neural Networks: What is Actually Being Separated? COLT 2019 Size-Independent Sample Complexity of Neural Networks COLT 2018