Edge computing is an emerging paradigm for the increasing computing and networking
demands from end devices to smart things. Edge computing allows the computation to be …

Recent years have witnessed phenomenal growth in the computational capabilities and
applications of GPUs. However, this trend has also led to a dramatic increase in their power …

Since 2005, processor designers have increased core counts to exploit Moore's Law
scaling, rather than focusing on single-core performance. The failure of Dennard scaling, to …

Hardware specialization, in the form of accelerators that provide custom datapath and
control for specific algorithms and applications, promises impressive performance and …

Recent high-level synthesis and accelerator-related architecture papers show a great
disparity in workload selection. To improve standardization within the accelerator research …

The memory system is a fundamental performance and energy bottleneck in almost all
computing systems. Recent system design, application, and technology trends that require …

Increasing demand for power-efficient, high-performance computing has spurred a growing
number and diversity of hardware accelerators in mobile and server Systems on Chip …

A key question for the microprocessor research and design community is whether scaling
multicores will provide the performance and value needed to scale down many more …

Server chips will not scale beyond a few tens to low hundreds of cores, and an increasing
fraction of the chip in future technologies will be dark silicon that we cannot afford to power …

At global user population scale, important microservices in warehouse-scale data centers
can grow to account for an enormous installed base of servers. With the end of Dennard …