Volume preserving feedforward neural network (vpffnn)#128

Merged

michakraus merged 21 commits intomainfrom volume_preserving_feedforward

Apr 10, 2024

+1,654-28

Commits on Apr 8, 2024

Added triangular matrix arrays for volume-preserving feedforward layers.
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New layer and architecture that perform volume-preserving feedforward step.
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Added scripts that test the vpffnn for various problems.
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Added new struct NeuralNetworkIntegrator. Name is self-explanatory.
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updated docs and constructors.
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Added the various multiplication routines of custom matrices and tensors (and their derivatives).
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Added docs on skew-symmetric matrix (also explains symmetric and triangular matrices.
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Volume-preserving ffnn architecture.
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Visualizes how the skew-symmetric matrix is represented.
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Tikz for vpffnn architecture.
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Added tests for LowerTriangular and UpperTriangular.
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Test for vpffnn layers (test if they are volume-preserving).
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Added multiplication tests (custom arrays with tensors).
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Added sections on vpffnn and skew-symmetric matrix.
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moved inclusion of arrays to beginning of file, included UpperTriangular, LowerTriangular and vpffnn.
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Added triangular and vpffnn test.
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Adjusted to new interface such that script runs through.
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Exporting VolumePreservingFeedForward.
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Commits on Apr 9, 2024