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In the news | PIM-DL: Expanding the Applicability of Commodity DRAM-PIMs for Deep Learning via Algorithm-System Co-Optimization
Microsoft at ASPLOS 2024: Advancing hardware and software for high-scale, secure, and efficient modern applications
PIM-DL is the first deep learning framework specifically designed for off-the-shelf processing-in-memory (PIM) systems, capable of offloading most computations in neural networks. Its goal is to surmount the computational limitations of PIM hardware by replacing traditional compute-heavy matrix multiplication operations…
In the news | "LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup"
Microsoft Research Focus