Aspects include computing devices, apparatus, and methods for accelerating distributive virtual memory (DVM) message processing in a computing device. DVM message interceptors may be positioned in various locations within a DVM network of a computing device so that DVM messages may be intercepted before reaching certain DVM destinations. A DVM message interceptor may receive a broadcast DVM message from first DVM source. The DVM message interceptor may determine whether a preemptive DVM message response should be returned to the DVM source on behalf of the DVM destination. When certain criteria are met, the DVM message interceptor may generate a preemptive DVM message response to the broadcast DVM message, and send the preemptive DVM message response to the DVM source.