The defining convolution integral is absolutely convergent for every when . Indeed, writing with and , the Cauchy-Schwarz inequality gives
Disjoint supports imply almost everywhere. The Tonelli theorem therefore yields
We may exchange the sum and integral; the resulting numerical series is absolutely convergent. Its triangle inequality gives
Here belongs to the stated operator domain, as is implicit when writing . Disjoint supports also ensure that each summand belongs to that domain.
Let be the center and the side length of . The zero integral of lets us subtract a constant kernel value:
Choose . For outside the concentric cube of side length , and for ,
Thus the domain of integration in is contained in . After the translations and , the Hörmander integral kernel condition gives
If the difference is zero and the same inequality holds. Apply the triangle inequality and Tonelli theorem to obtain the cancellation estimate outside a dilated cube:
In particular the constant on the right is the same as in the hypothesis; only the dilation depends on the dimension.
We derive the required Calderón–Zygmund decomposition and apply the preceding two parts. Use the Fourier transform convention , and put . The Plancherel theorem gives
For completeness this starts with smooth rapidly decreasing inputs, where , and extends by density. It agrees with the pointwise convolution in the question: if in , then . Thus there is no need to assume that itself is integrable.
Fix , let , and choose . Select the maximal dyadic cubes for which . They exist above every qualifying cube because averages over increasingly large ancestors tend to zero. They are disjoint, their total volume is at most , and maximality gives
Outside their union, dyadic differentiation gives almost everywhere. One can obtain this differentiation fact from the allowed martingale convergence theorem: on each fixed dyadic cube the averages are conditional expectations of the integrable restriction, their almost-everywhere limit exists, and approximation by dyadic step functions shows in that this limit is .
Let , define outside the selected cubes and on , and set . This constructs
with the estimates
These follow by integrating separately on each selected cube; gives both the good-part norm bound and the last cancellation-error bound.
Let , with the dilation from part (ii). Then . On its complement, part (i), followed by part (ii), gives
Finally, implies or . The first alternative is controlled by the operator bound, and the second by the last integral outside . Hence
Thus has weak type , with a constant depending only on the dimension, the bounded Fourier transform, and the Hörmander integral kernel condition.

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