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Let be a finite graph allowing loops, having no multiple edge and no isolated vertex. We associate with the edge polytope and the toric ideal . By classifying graphs whose edge polytope is simple, it is proved that the toric ideals of possesses a quadratic Gr"obner basis if the edge polytope of is simple. It is also shown that, for a finite graph , the edge polytope is simple but not a simplex if and only if it is smooth but not a simplex. Moreover, the Ehrhart polynomial and the normalized volume of simple edge polytopes are computed.

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