2 citations · 2 across the 7 of their papers we have counts for
3 papers · 1 filter
MailRail: Mitigating Incast Congestion with User-Space, Node-Based Flow Control
Noel Gomillion, Lance Fletcher, Trevor Steil +2
Irregular workloads, such as those stemming from Graph Neural Networks (GNNs) and Mixture-of-Experts (MoE) models, frequently induce severe incast congestion in large-scale paralle…
SOLANET: Distributed Neighbor Graph Construction on GPU-Accelerated Systems
Keita Iwabuchi, Trevor Steil, Benjamin W. Priest +3
Neighbor graphs capture relationships among data points and are widely used in data analytics and AI workloads. Many studies have explored approximate construction methods for sing…
Better Learning-Augmented Spanning Tree Algorithms via Metric Forest Completion
Nate Veldt, Thomas Stanley, Benjamin W. Priest +5
We present improved learning-augmented algorithms for finding an approximate minimum spanning tree (MST) for points in an arbitrary metric space. Our work follows a recent framewor…