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 …

This paper presents a novel method to enhance the reliability of image classification models
during deployment in the face of transient hardware errors. By utilizing enriched text …

With the scaling up of high-performance computing systems in recent years, their reliability
has been descending continuously. Therefore, system resilience has been regarded as one …

Progress in high-performance computing (HPC) systems has led to complex applications
that stress the I/O subsystem by creating vast amounts of data. Lossy compression reduces …

Neuromorphic computing technology continues to make strides in the development of new
algorithms, devices, and materials. In addition, applications have begun to emerge where …

High performance computing systems are required to solve grand challenges in many
scientific disciplines. These systems assemble many components to be powerful enough for …

Modern systems at scale are increasingly susceptible to transient hardware errors at current
technology sizes from natural phenomena such as high-energy particle strikes (also called …

Due to improvements in high-performance computing (HPC) systems, researchers have
created powerful applications capable of solving previously intractable problems. While …