A charge sharing scheme is used to mitigate the variations in cell currents in order to achieve higher accuracy for CIM computing. In some embodiments, a capacitor is associated with each SRAM cell, and the capacitors associated with all SRAM cells in a column are included in averaging the RBL current. In some embodiments, a memory unit associated to an RBL in a CIM device includes a storage element adapted to store a weight, a first switch device connected to the storage element and adapted to be controlled by an input signal and generate a product signal having a magnitude indicative of the product of the input signal and the stored weight. The memory unit further includes a capacitor adapted to receive the product signal and store an amount of charge corresponding to the magnitude of the product signal. The memory unit further include a second switch device adapted to transfer the charge on the capacitor to the RBL.