Suppose you went back in time and tried to murder your 2 year old self. Since murdering yourself in the past erases you, then you can no longer kill anything because you don't exist. Therefore, no matter how or why you try to kill your younger self you won't succeed, because even if you succeed you no longer exist to succeed. Also, if you were to purge this post from your memory, then you still wouldn't be able to do it.
Another example is if you tried to create a condition in which there was no nothing and no things. This is a paradox because if you destroy every "thing", then you are left with nothing, and if you try to destroy that then you are left with things again. Thus, no matter how hard you try, you can't create such condition.
A final example is if you tried to do something an infinite number of times. The more you do, the closer you are to infinity, but infinity is forever out of reach (paradox of you can/can't achieve a single thing). Thus, no matter how hard you try, you will never do something ∞ number of times.
The basic idea here is that if something is paradoxical, it is not only physically impossible, but by definition even if you disregarded the notion of "impossible" and tried to do it you would never be able to do it. Am I correct?