We propose and implement a lattice scheme for coherently manipulating atomic spins. Using the vector light shift and a superlattice structure, we demonstrate experimentally the capability on parallel spin addressing in double-wells and square plaquettes with subwavelength resolution. Quantum coherence of spin manipulations is verified through measuring atom tunneling and spin exchange dynamics. Our experiment presents a building block for engineering many-body quantum states in optical lattices for realizing quantum simulation and computation tasks.Ultracold atoms in optical lattices constitute a promising system for creating multipartite entangled states [1,2], which is an essential resource for quantum information processing [3,4]. As the neutral atoms prepared in the Mott insulating state consist of highly ordered quantum registers [5,6], multipartite entanglement can be generated via parallelly addressing single atoms together with two-body interactions [3,[7][8][9]. Following this route, sub-lattice addressing and √ SWAP operations in double-wells (DWs) were demonstrated [10,11], where the atomic spins in decoupled DW arrays were addressed by ultilizing the spin-dependent effect [10,12]. However, extending these entangled pairs to a one-dimensional (1D) chain or a two-dimensional (2D) cluster remains challenging due to the lack of control over inter-well couplings [13]. In this context, a bichromatic lattice referred as "superlattice" provides an alternative degree of freedom to connect the entangled pairs by tuning the relative lattice phase [14,15]. Besides the √ SWAP operation in such superlattices, site-selective single-qubit addressing is further required to create multipartite cluster states for measurement-based quantum computation [4,8].In this Letter, we demonstrate a spin-dependent optical superlattice for coherently addressing and manipulating atomic spins. Such a lattice configuration allows one to first address even/odd rows of spins in parallel and then create entangled pairs, as well as to enable further connection of the pairs to form a multipartite entangled state with high fidelity. This configuration offers an efficient way for spin addressing in higher dimensions [16] and meanwhile becomes a powerful tool in detecting the quantum correlations of entangled states [17].The optical lattice consists of two far-detuned lasers, one generates a local effective magnetic gradient, and the other one isolates the system into DWs and forms imbalanced structures for different spin states. To illustrate the spin-dependent optical potential, we consider an alkali atom placed inside a far-detuned laser field [12,18,19]. The monochromatic light field has a complex notation E(x, t) = E(x) exp(−iωt) + c.c, where E represents the positive-frequency part with the driving frequency ω. The optical potential for the atom in the