Search Results for author: Seock-Hwan Noh

Found 2 papers, 0 papers with code

LightNorm: Area and Energy-Efficient Batch Normalization Hardware for On-Device DNN Training

no code implementations4 Nov 2022 Seock-Hwan Noh, JunSang Park, Dahoon Park, Jahyun Koo, Jeik Choi, Jaeha Kung

Thus, in this work, we conduct a detailed analysis of the batch normalization layer to efficiently reduce the runtime overhead in the batch normalization process.

FlexBlock: A Flexible DNN Training Accelerator with Multi-Mode Block Floating Point Support

no code implementations13 Mar 2022 Seock-Hwan Noh, Jahyun Koo, SeungHyun Lee, Jongse Park, Jaeha Kung

While several prior works proposed such multi-precision support for DNN accelerators, not only do they focus only on the inference, but also their core utilization is suboptimal at a fixed precision and specific layer types when the training is considered.

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