PIMLC: Logic Compiler for Bit-Serial Based PIM

C Tang, C Nie, W Qian, Z He - … & Test in Europe Conference & …, 2024 - ieeexplore.ieee.org
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 …

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 …

GIM: Versatile GNN Acceleration with Reconfigurable Processing-in-Memory

C Nie, G Chen, W Zhang, Z He - 2023 IEEE 41st International …, 2023 - ieeexplore.ieee.org
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 …

Near-DRAM Accelerated Matrix Multiplications

A Sinha, BC Lai - 2024 IEEE 17th International Symposium on …, 2024 - ieeexplore.ieee.org
General matrix multiplication (GeMM) is a fundamental computing operation underpinning
various applications in machine learning, data science, computer graphics, and scientific …