2 papers
cs.DC2025
Reforge: Low-Latency Distributed GNN Serving with Selective Embedding Recomputation
Geon-Woo Kim, Donghyun Kim, Jeongyoon Moon +5
Graph Neural Networks (GNNs) have been widely adopted for their ability to compute expressive node representations in graph datasets. However, serving GNNs on large graphs is chall…
cs.LG2023
MOSEL: Inference Serving Using Dynamic Modality Selection
Bodun Hu, Le Xu, Jeongyoon Moon +2
Rapid advancements over the years have helped machine learning models reach previously hard-to-achieve goals, sometimes even exceeding human capabilities. However, to attain the de…