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If you only need to do minor blurring (i.e., the pixel strength of the blur is relatively small), the Blur tool has a checkbox where you can select Sample All Layers, which allows you to apply a blur on its own blank layer.  But the Gaussian Blur and other blur filters do not have this and you need to do what Hawkeye has explained.