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Let f be a non-invertible partially hyperbolic endomorphism on $\mathbb {T}^2$ that is derived from a non-expanding Anosov endomorphism. Differing from the case of diffeomorphisms derived from Anosov automorphisms, there is no a priori semi-conjugacy between f and its linearization on $\mathbb {T}^2$. We show that f is semi-conjugate to its linearization if and only if f admits a partially hyperbolic splitting with two $Df$-invariant subbundles. Moreover, if we assume that f has an unstable subbundle, then the semi-conjugacy is exactly a topological conjugacy, and the center Lyapunov exponents of the periodic points of f coincide with its linearization. In particular, f is an Anosov endomorphism and the conjugacy is smooth along the stable foliation. For the case where f has a stable subbundle, there is still some rigidity in its stable Lyapunov exponents. However, we also give examples that admit a partially hyperbolic splitting with center subbundle, but the semi-conjugacy is indeed non-injective. Finally, we present some applications under the volume-preserving assumption.
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