13 citations · 14 across the 6 of their papers we have counts for
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cs.LG2026★ 13 cited
Power-Performance Characterization of TinyML Systems
Yujie Zhang, Dhananjaya Wijerathne, Zhaoying Li +1
TinyML systems are enabling machine learning (ML) inference at the edge. However, there is little quantitative analysis of such systems. This paper presents a systematic performanc…
cs.LG2023
InkStream: Real-time GNN Inference on Streaming Graphs via Incremental Update
Dan Wu, Zhaoying Li, Tulika Mitra
Classic Graph Neural Network (GNN) inference approaches, designed for static graphs, are ill-suited for streaming graphs that evolve with time. The dynamism intrinsic to streaming…