This is outside my area of expertise. Have you performed a literature search? A simple search of the literature appears to indicate that parallelized GPU implementations of IIR filters are possible, for certain specific use cases and/or subject to specific constraints.
I used the following search terms with Google Scholar: GPU IIR filter