Minima of linear networks have 2^{l-1} connected components, skip connections can reduce this count, and rescaling symmetries can make linear interpolation between minima fail.
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Understanding Mode Connectivity via Parameter Space Symmetry
Minima of linear networks have 2^{l-1} connected components, skip connections can reduce this count, and rescaling symmetries can make linear interpolation between minima fail.