Nathaniel Hudson

Tournament-Based Pretraining to Accelerate Federated Learning

2023

Advances in hardware, proliferation of compute at the edge, and data creation at unprecedented scales have made federated learning (FL) necessary for the next leap forward in pervasive machine learning. For privacy and network reasons, …

TaPS: A Performance Evaluation Suite for Task-based Execution Frameworks

2024 · arXiv (Cornell University)

Task-based execution frameworks, such as parallel programming libraries, computational workflow systems, and function-as-a-service platforms, enable the composition of distinct tasks into a single, unified application designed to achieve a computational goal. Task-based execution frameworks abstract …