We present here a report produced by a workshop on 'Addressing failures in exascale
computing'held in Park City, Utah, 4–11 August 2012. The charter of this workshop was to …

Reliability concerns due to technology scaling have been a major focus of researchers and
designers for several technology nodes. Therefore, many new techniques for enhancing and …

As technology scales ever further, device unreliability is creating excessive complexity for
hardware to maintain the illusion of perfect operation. In this paper, we consider whether …

Future microprocessors need low-cost solutions for reliable operation in the presence of
failure-prone devices. A promising approach is to detect hardware faults by deploying low …

Deep neural network (DNN) training workloads are increasingly susceptible to hardware
failures in datacenters. For example, Google experienced" mysterious, difficult to identify …

Microelectronic circuits exhibit increasing variations in performance, power consumption,
and reliability parameters across the manufactured parts and across use of these parts over …

With technology scaling, transient faults are becoming an increasing threat to hardware
reliability. Commodity systems must be made resilient to these in-field faults through very …

As CNNs are being extensively employed in high performance and safety-critical
applications that demand high reliability, it is important to ensure that they are resilient to …

The huge investment in the design and production of multicore processors may be put at risk
because the emerging highly miniaturized but unreliable fabrication technologies will …

Approximate computing environments trade off computational accuracy for improvements in
performance, energy, and resiliency cost. For widespread adoption of approximate …