2 papers
cs.AR2025
Survey on Characterizing and Understanding GNNs from a Computer Architecture Perspective
Meng Wu, Mingyu Yan, Wenming Li +3
Characterizing and understanding graph neural networks (GNNs) is essential for identifying performance bottlenecks and facilitating their deployment in parallel and distributed sys…
cs.AR2024
Multilayer Dataflow: Orchestrate Butterfly Sparsity to Accelerate Attention Computation
Haibin Wu, Wenming Li, Kai Yan +9
Recent neural networks (NNs) with self-attention exhibit competitiveness across different AI domains, but the essential attention mechanism brings massive computation and memory de…