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01/21/2022
APack: Off-Chip, Lossless Data Compression for Efficient Deep Learning Inference
Data accesses between on- and off-chip memories account for a large frac...
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02/08/2020
BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization
Neural networks have demonstrably achieved state-of-the art accuracy usi...
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05/10/2018
Laconic Deep Learning Computing
We motivate a method for transparently identifying ineffectual computati...
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06/23/2017