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Creatures consist of rigid primitives, joints, and neural controller and these parameters are evolved with real number coded genetic algorithm. Creatures are evaluated in a virtual environment that implemented physical forces for achieving various simple tasks such as walking, pursuit toward a target, and evasion from obstacles. Acquired shapes of creatures are classified into 4 types according to a feature value named \"number of branches\". 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