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Poster
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Wed 9:00
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TropEx: An Algorithm for Extracting Linear Terms in Deep Neural Networks
Martin Trimmel · Henning Petzka · Cristian Sminchisescu
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Poster
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Wed 17:00
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A PAC-Bayesian Approach to Generalization Bounds for Graph Neural Networks
Renjie Liao · Raquel Urtasun · Richard Zemel
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Poster
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Wed 9:00
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Exploring the Uncertainty Properties of Neural Networks’ Implicit Priors in the Infinite-Width Limit
Ben Adlam · Jaehoon Lee · Lechao Xiao · Jeffrey Pennington · Jasper Snoek
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Poster
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Thu 1:00
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Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks
Shikuang Deng · Shi Gu
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Poster
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Mon 9:00
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Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms
Arda Sahiner · Tolga Ergen · John M Pauly · Mert Pilanci
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Poster
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Tue 1:00
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Computational Separation Between Convolutional and Fully-Connected Networks
Eran Malach · Shai Shalev-Shwartz
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Spotlight
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Tue 12:40
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Implicit Convex Regularizers of CNN Architectures: Convex Optimization of Two- and Three-Layer Networks in Polynomial Time
Tolga Ergen · Mert Pilanci
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Poster
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Tue 17:00
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Implicit Convex Regularizers of CNN Architectures: Convex Optimization of Two- and Three-Layer Networks in Polynomial Time
Tolga Ergen · Mert Pilanci
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