We give an explicit construction of irreducible modules over Khovanov-Lauda-Rouquier algebras and their cyclotomic quotients for finite classical types using a crystal basis theoretic approach. More precisely, for each element of the crystal (resp. ), we first construct certain modules labeled by the adapted string of . We then prove that the head of the induced module $\ind \big(\nabla(;1) \boxtimes…\boxtimes \nabla(;n)\big)R$-module (resp. -module) can be realized as the irreducible head of one of the induced modules $\ind (\nabla(;1) \boxtimes…\boxtimes \nabla(;n))$. Moreover, we show that our construction is compatible with the crystal structure on (resp. ).

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