research
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07/07/2023
CODAG: Characterizing and Optimizing Decompression Algorithms for GPUs
Data compression and decompression have become vital components of big-d...
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06/28/2023
Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses
Graph Neural Networks (GNNs) are emerging as a powerful tool for learnin...
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03/09/2022
GPU-Initiated On-Demand High-Throughput Storage Access in the BaM System Architecture
Graphics Processing Units (GPUs) have traditionally relied on the host C...
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08/24/2020
Tearing Down the Memory Wall
We present a vision for the Erudite architecture that redefines the comp...
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06/12/2020