languid 发表于 2025-3-28 18:13:41
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E. McCaffertytance for training ML models. With this comes the challenge of overall efficient deployment, in particular low-power and high-throughput implementations, under stringent memory constraints. In this context, non-volatile memory (NVM) technologies such as spin-transfer torque magnetic random access mefrenzy 发表于 2025-3-29 07:56:02
E. McCaffertye (AI), several hardware accelerator designs for CNN inference and training have been proposed recently. In this chapter, we present ATRIA, a novel bit-parallel rate-coded unary-computing-based in-DRAM accelerator for energy-efficient and high-speed inference of CNNs. ATRIA employs light-weight modignarled 发表于 2025-3-29 12:07:30
E. McCaffertye a prominent solution for many machine learning (ML) tasks, like personalized healthcare assistance. Such implementations require high energy efficiency since embedded applications usually have tight operational constraints, such as small memory and low operational power/energy. Therefore, speciali细颈瓶 发表于 2025-3-29 16:37:24
E. McCaffertyting the fully connected layers. Therefore, they lack a synergistic optimization of the hardware architecture and various dataflows for the complete CNN model, hence hindering the accelerators from achieving higher performance/energy efficiency. Such problems are more challenging when the CNN acceleAprope 发表于 2025-3-29 22:18:31
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E. McCaffertyy, low-power Internet of Things (IoT) devices are being used for environmental monitoring, wide area sensing, and smart cities. The low-power devices have been enabled through advances in sensor technology, processing, and communication technology. Similarly, potentially transformative applications脆弱吧 发表于 2025-3-30 06:39:58
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