Search Results for author: Zhaoying Li

Found 2 papers, 1 papers with code

InkStream: Real-time GNN Inference on Streaming Graphs via Incremental Update

no code implementations20 Sep 2023 Dan Wu, Zhaoying Li, Tulika Mitra

Our experiments with three GNN models on four large graphs demonstrate that InkStream accelerates by 2. 5-427$\times$ on a CPU cluster and 2. 4-343$\times$ on two different GPU clusters while producing identical outputs as GNN model inference on the latest graph snapshot.

Accelerating Edge AI with Morpher: An Integrated Design, Compilation and Simulation Framework for CGRAs

1 code implementation12 Sep 2023 Dhananjaya Wijerathne, Zhaoying Li, Tulika Mitra

Coarse-Grained Reconfigurable Arrays (CGRAs) hold great promise as power-efficient edge accelerator, offering versatility beyond AI applications.

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