Modern Trends In Floating-Point


The requirement to support real numbers in computers has existed for as long as computers themselves, yet has always been a more complicated challenge than it at first appears. Why? Because computer-based representations can only represent a finite subset of the continuum of real numbers. Consequently, they can only ever be considered an approximation – thereby demanding a diligent understand... » read more

RaPiD: AI Accelerator for Ultra-low Precision Training and Inference


Abstract—"The growing prevalence and computational demands of Artificial Intelligence (AI) workloads has led to widespread use of hardware accelerators in their execution. Scaling the performance of AI accelerators across generations is pivotal to their success in commercial deployments. The intrinsic error-resilient nature of AI workloads present a unique opportunity for performance/energy i... » read more