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There is no way for you to prove that you didn't take the money yourself, so you won't get anything back.
Actually there are ways to prove that you didn't. For one thing, a lot of ATMs have security cameras, so they can tell visually if it was you or not.
Secondly, newer credit cards contain a chip inside them which measures how many times they have been used. It is called an Application Transaction Counter (ATC). When a card is skimmed, the skimmers put your CC details into a dummy card and use that instead of your actual credit card. So your CCs Application Transaction Counter will not have increased, which is proof that your card wasn't used to perform the transaction.
It's true though that getting refunded from skimming is a more difficult process than other kinds of credit card fraud.