SparsityinContinuous-DepthNeuralNetworks

Neural Information Processing Systems 

While different types ofsparsity havebeen proposed toimproverobustness, the generalization properties ofNODEsfordynamical systemsbeyondtheobserved dataareunderexplored. Wesystematically studytheinfluenceofweight andfeature sparsity on forecasting as well as on identifying the underlying dynamical laws.

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