Question about "1x3 and 3x1 conv is equivalent to 3x3 conv"
A 3x3 convolution can do things a 1x3 followed by a 3x1 cannot do, for instance diagonal filtering.

As you said, it's all about the number of parameters, the first convolution has far more capabilities than the second solution.