Search Results - "Natesh, Vikas"

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    Rosko: Row Skipping Outer Products for Sparse Matrix Multiplication Kernels by Natesh, Vikas, Sabot, Andrew, Kung, H. T, Ting, Mark

    Published 08-07-2023
    “…We propose Rosko -- row skipping outer products -- for deriving sparse matrix multiplication (SpMM) kernels in reducing computation and memory access…”
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    Journal Article
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    MEMA Runtime Framework: Minimizing External Memory Accesses for TinyML on Microcontrollers by Sabot, Andrew, Natesh, Vikas, Kung, H. T, Ting, Wei-Te

    Published 11-04-2023
    “…We present the MEMA framework for the easy and quick derivation of efficient inference runtimes that minimize external memory accesses for matrix…”
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    Journal Article
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    CAKE: Matrix Multiplication Using Constant-Bandwidth Blocks by Kung, H.T., Natesh, Vikas, Sabot, Andrew

    “…We offer a novel approach to matrix-matrix multiplication computation on computing platforms with memory hierarchies. Constant-bandwidth (CB) blocks improve…”
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    Conference Proceeding