98 citations · 167 across the 13 of their papers we have counts for
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cs.LG2019★ 21 cited
Band-limited Training and Inference for Convolutional Neural Networks
Adam Dziedzic, John Paparrizos, Sanjay Krishnan +2
The convolutional layers are core building blocks of neural network architectures. In general, a convolutional filter applies to the entire frequency spectrum of the input data. We…
cs.DB2019★ 22 cited
Opportunistic View Materialization with Deep Reinforcement Learning
Xi Liang, Aaron J. Elmore, Sanjay Krishnan
Carefully selected materialized views can greatly improve the performance of OLAP workloads. We study using deep reinforcement learning to learn adaptive view materialization and e…