Articles with "dynamic sparsity" as a keyword



Exploiting neuro-inspired dynamic sparsity for energy-efficient intelligent perception

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Published in 2025 at "Nature Communications"

DOI: 10.1038/s41467-025-65387-7

Abstract: Artificial intelligence (AI) has made significant strides towards efficient online processing of sensory signals at the edge through the use of deep neural networks with ever-expanding size. However, this trend has brought with it escalating… read more here.

Keywords: perception; energy; energy efficient; dynamic sparsity ... See more keywords

Exploiting Dynamic Sparsity for Downlink FDD-Massive MIMO Channel Tracking

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Published in 2019 at "IEEE Transactions on Signal Processing"

DOI: 10.1109/tsp.2019.2896179

Abstract: Accurate channel tracking with a small pilot overhead is vital for real-time massive multiple-input and multiple-output (MIMO) communication over a dynamic channel. Recently, compressive sensing has been applied to reduce the pilot overheads by exploiting… read more here.

Keywords: mimo; channel tracking; massive mimo; dynamic sparsity ... See more keywords