The next generation of inference platforms must evolve to address all three layers. The goal is not only to serve models ...

Information pervades the universe, yet means nothing. Meaning emerged when matter organized into systems that could ...

This package includes an inference demo console script that you can use to run inference. This script includes benchmarking and accuracy checking features that are useful for developers to verify that ...

I was 22 years old when I first moved to the city—young and not quite ready for the world. I knew nothing about New Orleans. Folks around the small town I grew up in, in California, wondered aloud, ...

Abstract: Transfer learning, successful in knowledge translation across related tasks, faces a substantial privacy threat from membership inference attacks (MIAs). These attacks, despite posing ...

Abstract: In the realm of large language models (LLMs) like the Generative Pre-trained Transformer (GPT), the Mixture of Experts (MoE) paradigm has emerged as a powerful technique for enhancing model ...