I'm Invited to a Party! by Mo Willems. Published by Disney-Hyperion.
I only recently discovered Piggy and Elephant books, by the same author who writes the Pigeon books. I bought Piggy and Elephant stuffed animals from Kohls last summer and used them and the book for my Kindergartners and they loved it!