As per my knowledge you have to use a sequence folding layer to perform convolution operations on sequences.
CNN code and Sequence Input Error
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I have a CNN on the Deep Learning toolbox and I get this error. I do not get this error if I start with an Image Input as opposed to a Sequence Input:

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