Our research spans GPU microarchitecture, memory systems and memory models, large-scale data-center hardware, emerging accelerators, and the architecture implications of new workloads in AI, scientific computing, robotics, and other rapidly evolving domains. Relevant industries include hardware, software, and algorithm development in PC or workstation graphics, digital video or image processing, video game or console, cell phones or consumer electronics, rendering software, and computing.