Can I watch movies rented through iTunes on multiple Apple TV's?

If I buy more than one Apple TV, say 2 or 3 and have them in different rooms connected to different televisions in my home while using my one iTunes account on all 2 or 3 Apple TV's, can I watch a movie I rent from iTunes on all 2 or 3 Apple TV's? Or can I only watch the rented movie on the Apple TV I used to rent the movie from iTunes on?

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