Search Results - "Yin, Chunxing"

A New Direction for Streaming Graph Analysis by Nathan, Eisha, Riedy, E. Jason, Zakrzewska, Anita, Chunxing Yin

“…Applications in computer network security, social media analysis, and other areas rely on analyzing a changing environment. The data is rich in relationships…”
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Concurrent Katz Centrality for Streaming Graphs by Yin, Chunxing, Riedy, Jason

“…Most current frameworks for streaming graph analysis "stop the world" and halt ingesting data while updating analysis results. Others add overhead for…”
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TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models by Yin, Chunxing, Acun, Bilge, Liu, Xing, Wu, Carole-Jean

“…The memory capacity of embedding tables in deep learning recommendation models (DLRMs) is increasing dramatically from tens of GBs to TBs across the industry…”
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Accelerating Communication in Deep Learning Recommendation Model Training with Dual-Level Adaptive Lossy Compression by Feng, Hao, Zhang, Boyuan, Ye, Fanjiang, Si, Min, Chu, Ching-Hsiang, Tian, Jiannan, Yin, Chunxing, Deng, Summer, Hao, Yuchen, Balaji, Pavan, Geng, Tong, Tao, Dingwen

“…DLRM is a state-of-the-art recommendation system model that has gained widespread adoption across various industry applications. The large size of DLRM models,…”
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Nimble GNN Embedding with Tensor-Train Decomposition by Yin, Chunxing, Zheng, Da, Nisa, Israt, Faloutos, Christos, Karypis, George, Vuduc, Richard

“…This paper describes a new method for representing embedding tables of graph neural networks (GNNs) more compactly via tensor-train (TT) decomposition. We…”
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