SIGMA performs 5.7x better than systolic array architectures for irregular sparse matrices, and roughly 3x better than state-of-the-art sparse accelerators. We demonstrate an instance of …

SIGMA: A Sparse and Irregular GEMM Accelerator with Flexible Interconnects for DNN Training. ... Understanding reuse, performance, and hardware cost of dnn dataflow: A data-centric …

SIGMA: A Sparse and Irregular GEMM Accelerator with Flexible Interconnects for DNN Training

The Kwon Group has made major strides in the development and application of nucleophilic phosphinocatalysis reactions as a means to synthesize carbo- and heterocycles that serve as …

2020年2月1日 · SIGMA [226] is an accelerator for DNN training, which is characterized by a flexible and scalable architecture that offers high utilization of its PEs regardless of kernel …

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2022年12月7日 · Bibliographic details on SIGMA: A Sparse and Irregular GEMM Accelerator with Flexible Interconnects for DNN Training.

A 14mW Multi-bit/spl Delta//spl Sigma/Modulator with 82dB SNR and 86dB DR for ADSL2+ ... S Kwon, PK Hanumolu, SH Kim, SN Lee, SB You, HJ Park, JW Kim, ... 2009 IEEE Custom …

The Kwon Group has made major strides in the development and application of nucleophilic phosphinocatalysis reactions as a means to synthesize carbo- and heterocycles that serve as …