Drivers Efficient Networks



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Vendor: Efficient Networks, Inc. / Device: Efficient Networks 4060 Loader. . Efficient Networks, Inc. EHome. EICON Technology. Eiger Labs. Elaborate Bytes, AG. ELECOM. Elements. Elitegroup Computer Systems. Elonex. Elpina (Ability). Elsa. ELTEC Elektronik, AG. Emachines. Emaxx. Eminent. Emulex. Encore. Energy Sistem®. Enface. EnGenius. ENPower. For these reasons the concept of efficiency has been used across the many diverse applications of network science. Efficiency is useful in analysis of man-made networks such as transportation networks and communications networks. It is used to help determine how cost-efficient a particular network construction is, as well as how fault tolerant.

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Drivers Efficient Networks Wireless

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Abstract: Residual networks (ResNets) employ skip connections in their networks --reusing activations from previous layers -- to improve training convergence,but these skip connections create challenges for hardware implementations ofResNets. The hardware must either wait for skip connections to be processedbefore processing more incoming data or buffer them elsewhere. Without skipconnections, ResNets would be more hardware-efficient. Thus, we present theteacher-student learning method to gradually prune away all of a ResNet's skipconnections, constructing a network we call NonResNet. We show that whenimplemented for FPGAs, NonResNet decreases ResNet's BRAM utilization by 9% andLUT utilization by 3% and increases throughput by 5%.

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From: Olivia Weng [view email] [via Frank Hannig as proxy] Drivers
[v1]Tue, 2 Feb 2021 06:50:22 UTC (256 KB)
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