Robinson, 20, spent the 2017-18 campaign on loan at Bolton, for whom he made 30 appearances in the second tier.
"Left-back is an area we are a little short in and Antonee fills that void nicely, albeit he knows he has to work hard to make that position his own for us," said Latics boss Paul Cook.
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