Abstract: Multi-GPU systems have gained significant popularity in modern computing. While employing multiple GPUs intuitively offers aggregated memory capacity and combined computational parallelism, the delivered performance rarely keeps up with the increase in GPU counts. The scalability is severely limited by several factors,…

Abstract: The revolutionary capabilities of AI with machine learning have enabled an increasingly broad range of applications, which has brought many new challenges in ensuring the trustworthiness of AI applications. In this talk, I will present our research on trustworthy AI with verifiable guarantees. I will first introduce our…