I know that I must find the partial derivatives with respect to $x$ and $y$, then set them equal to zero.
So:
$$f_x = 2xe^{y^2 - x^2} (1 - (x^2 + y^2))$$ $$f_y = 2ye^{y^2 - x^2} (1 + (x^2 + y^2))$$
I can't seem to figure out how I can find the critical points form here.
The critical points are where partial derivatives are 0, right?
Hint:
So we have a product of numbers. A product which is equal to 0 is when at least one of the factors is 0. Also we can use that the exponential function is never $0$ for any input.