Solved by Joshua_Clancy in post #2 
              
              
                Let future me answer past me: The answer is yes. A 1 by 1 convolution is essentially the same as doing a time distributed layer over the spatial dimensions. If you are in this situation I suggest the 1by1 conv because it is more efficient.