Characterize the following compounds as aromatic, anti-aromatic, or non-aromatic, and provide a brief reasoning.
a. Benzene (C₆H₆)
b. Cyclobutadiene (C₄H₄)
c. Cyclopentadiene (C₅H₆)
d. Cyclooctatetraene (C₈H₈)