Wenger confirmed that the record goalscorer will be eligible to play in the competition this season.
"Yes, he will be [in the squad]," said the Frenchman. "I have given Vito Mannone out on loan to Hull and Thierry will take his place.
"He has good memories of playing in Milan, where he scored three goals against Inter Milan. It is logical [to include him]."