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Disentangling the Mechanisms Behind Implicit Regularization in SGD
A number of competing hypotheses have been proposed to explain why small...
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Neural Network Approximations of PDEs Beyond Linearity: Representational Perspective
A burgeoning line of research has developed deep neural networks capable...
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Parametric Complexity Bounds for Approximating PDEs with Neural Networks
Recent empirical results show that deep networks can approximate solutio...
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Sentiment Dynamics in Social Media News Channels
Social media is currently one of the most important means of news commun...
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Interactive Image Generation Using Scene Graphs
Recent years have witnessed some exciting developments in the domain of ...
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