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PIMLC: Logic Compiler for Bit-Serial Based PIM
Recently, the bit-serial-based processing-in-memory (PIM) has evolved as a promising
solution to enhance the computing performance of data-intensive applications, due to its …
solution to enhance the computing performance of data-intensive applications, due to its …
ISOAcc: In-situ Shift Operation-based Accelerator For Efficient in-SRAM Multiplication
G Zhao, J Shen, R Lin, H Li, Y Wang - ACM Transactions on Design …, 2025 - dl.acm.org
Digital SRAM-based CIM architectures must balance three critical factors: quantized neural
network bitwidth, accuracy loss, and computational efficiency, each crucial to optimizing …
network bitwidth, accuracy loss, and computational efficiency, each crucial to optimizing …
GIM: Versatile GNN Acceleration with Reconfigurable Processing-in-Memory
Recent boost of deep learning has revolutionized many machine learning tasks, including
the graph neural networks (GNNs) that are specifically designed for non-Euclidean graph …
the graph neural networks (GNNs) that are specifically designed for non-Euclidean graph …
Near-DRAM Accelerated Matrix Multiplications
General matrix multiplication (GeMM) is a fundamental computing operation underpinning
various applications in machine learning, data science, computer graphics, and scientific …
various applications in machine learning, data science, computer graphics, and scientific …