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In the case of multiple relays, all relays were assumed to be at the midpoint between the source and the destination.c From the figure, we can see that the proposed CPR scheme with a single relay already outperforms considerably the regular Pre-HARQ in the high SNR region, even when K = 4 relays are available in the latter.
The throughput performance of the presented schemes is shown in Figure 3 for a maximum of M = 4 retransmissions.b From the figure, we can see that CPR outperforms considerably the regular Pre-HARQ, achieving a higher throughput in the medium and high SNR regions, which are the regions of interest for communication.
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The experiments on four benchmark datasets (including the CIFAR-10, CIFAR-100, MNIST and SVHN datasets) well demonstrate that the proposed UP-CNN architecture considerably outperforms other state-of-the-art methods.
A numerical application demonstrates that the new BCM considerably outperforms the traditional BCM both in terms of accuracy and stability.
It considerably outperforms existing algorithms in terms of both detection accuracy and identifiability particularly when a large number of snapshots are available.
The GCRL chart not only solves a dead-corner problem suffered by the conventional CRL chart, but also considerably outperforms the latter for detecting mean shifts.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com