Complete the square inside the Fourier transform of the Gaussian heat kernel:
After ,
The supplied shifted Gaussian integral equals for real . Hence
At zero this says , so convolution with the heat kernel averages rather than rescales the initial mass. The formula is an instance of the Fourier transform of a Gaussian.

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