Exploració per autor "Sharma, Robin Kumar"Més informació

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    • Task-based acceleration of bidirectional recurrent neural networks on multi-core architectures 

      Sharma, Robin Kumar; Casas, Marc (Institute of Electrical and Electronics Engineers (IEEE), 2022)
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      This paper proposes a novel parallel execution model for Bidirectional Recurrent Neural Networks (BRNNs), B-Par (Bidirectional-Parallelization), which exploits data and control dependencies for forward and reverse input ...

    • Wavefront parallelization of recurrent neural networks on multi-core architectures 

      Sharma, Robin Kumar; Casas, Marc (Association for Computing Machinery (ACM), 2020)
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      Recurrent neural networks (RNNs) are widely used for natural language processing, time-series prediction, or text analysis tasks. The internal structure of RNNs inference and training in terms of data or control dependencies ...