Technologies for providing dynamic communication path modification for accelerator device kernels include an accelerator device comprising circuitry to obtain initial availability data indicative of an availability of one or more accelerator device kernels in a system, including one or more physical communication paths to each accelerator device kernel. The circuitry is also to produce, as a function of the initial availability data, a connectivity matrix indicative of the physical communication paths and a logical communication path defined by one or more of the physical communication paths between a kernel of the present accelerator device and a target accelerator device kernel. Additionally, the circuitry is to obtain updated availability data indicative of a subsequent availability of each accelerator device kernel and update, as a function of the updated availability data, the connectivity matrix to modify the logical communication path.