How do I reject certain updates permanently? How do I keep them unchecked forever?

[Aravisian]

You can use the apt-mark hold command.
For example, let's say you want to hold Gimp back from updating. You would enter into terminal,

sudo apt-mark hold gimp

To release it so it can update, use:

sudo apt-mark unhold gimp