Let be a compact complex Calabi-Yau 4-fold. Under certain assumptions, we define Donaldson-Thomas type deformation invariants ( invariants) by studying moduli spaces of solutions to the Donaldson-Thomas equations on . We also study sheaves counting problems on local Calabi-Yau 4-folds. We relate invariants of to the Donaldson-Thomas invariants of the associated Fano 3-fold . When the Calabi-Yau 4-fold is toric, we adapt the virtual localization formula to define the corresponding equivariant invariants. We also discuss the non-commutative version of invariants for quivers with relations. Finally, we compute invariants for certain Calabi-Yau 4-folds when moduli spaces are smooth and find a correspondence for . Examples of wall-crossing phenomenon in theory are also given.

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