Search Results for author: Andrew J. Fox

Found 3 papers, 2 papers with code

Autoencoders for discovering manifold dimension and coordinates in data from complex dynamical systems

1 code implementation1 May 2023 Kevin Zeng, Carlos E. Pérez De Jesús, Andrew J. Fox, Michael D. Graham

Analysis of gradient descent dynamics for this architecture in the linear case reveals the role of the internal linear layers in leading to faster decay of a "collective weight variable" incorporating all layers, and the role of weight decay in breaking degeneracies and thus driving convergence along directions in which no decay would occur in its absence.

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