How to read stable values from potentiometers.

Reading 10kB (linear) pots with the A/D of an Uno should not give any jumping values.
Well, maybe +/- one value.

The problem is in your code or in your hardware. Need to see both.
Is it related to this post.
Read the "How to post" sticky.
Leo..