Search Results for author: Jieun Lim

Found 3 papers, 0 papers with code

Automatic Network Adaptation for Ultra-Low Uniform-Precision Quantization

no code implementations21 Dec 2022 Seongmin Park, Beomseok Kwon, Jieun Lim, Kyuyoung Sim, Tae-Ho Kim, Jungwook Choi

Uniform-precision neural network quantization has gained popularity since it simplifies densely packed arithmetic unit for high computing capability.

Neural Architecture Search Quantization

Learning from distinctive candidates to optimize reduced-precision convolution program on tensor cores

no code implementations11 Feb 2022 Junkyeong Choi, Hyucksung Kwon, Woongkyu Lee, Jungwook Choi, Jieun Lim

In this method, we devise a search space that explores the thread tile and warp sizes to increase the data reuse despite a large matrix operand of reduced-precision MMA.

Scheduling

Uniform-Precision Neural Network Quantization via Neural Channel Expansion

no code implementations1 Jan 2021 Seongmin Park, Beomseok Kwon, Kyuyoung Sim, Jieun Lim, Tae-Ho Kim, Jungwook Choi

Uniform-precision neural network quantization has gained popularity thanks to its simple arithmetic unit densely packed for high computing capability.

Neural Architecture Search Quantization

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