Intel corporation (20240428048). IN-MEMORY PROTECTION FOR NEURAL NETWORKS

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IN-MEMORY PROTECTION FOR NEURAL NETWORKS

Organization Name

intel corporation

Inventor(s)

Wenjie Wang

Yi Zhang

Yi Qian

Wanglei Shen

Junjie Li

Lingyun Zhu

IN-MEMORY PROTECTION FOR NEURAL NETWORKS

This abstract first appeared for US patent application 20240428048 titled 'IN-MEMORY PROTECTION FOR NEURAL NETWORKS



Original Abstract Submitted

technology providing in-memory neural network protection can include a memory to store a neural network, and a processor executing instructions to generate a neural network memory structure having a plurality of memory blocks in the memory, scatter the neural network among the plurality of memory blocks based on a randomized memory storage pattern, and reshuffle the neural network among the plurality of memory blocks based on a neural network memory access pattern. scattering the neural network model can include dividing each layer of the neural network into a plurality of chunks, for each layer, selecting, for each chunk of the plurality of chunks, one of the plurality of memory blocks based on the randomized memory storage pattern, and storing each chunk in the respective selected memory block. the plurality of memory blocks can be organized into a groups of memory blocks and be divided between stack space and heap space.