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We study the (standard) cohomology of a Courant algebroid . We prove that if is transitive, the standard cohomology coincides with the naive cohomology as conjectured by Stienon and Xu. For a general Courant algebroid we define a spectral sequence converging to its standard cohomology. If is with split base, we prove that there exists a natural transgression homomorphism (with image in ) which, together with the naive cohomology, gives all . For generalized exact Courant algebroids, we give an explicit formula for depending only on the \v{S}evera characteristic clas of .

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