Value Locality Based Approximation With ODIN
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Computer Architecture Letters"
DOI: 10.1109/lca.2020.3002542
Abstract: Applications suited to approximation often exhibit significant value locality, both in terms of inputs as well as outcomes. In this early stage proposal - the ODIN: Outcome Driven Input Navigated approach to value locality based… read more here.
Keywords: based approximation; value; locality based; value locality ... See more keywords
Compression of Neural Networks for Specialized Tasks via Value Locality
Sign Up to like & getrecommendations! Published in 2021 at "Mathematics"
DOI: 10.3390/math9202612
Abstract: Convolutional Neural Networks (CNNs) are broadly used in numerous applications such as computer vision and image classification. Although CNN models deliver state-of-the-art accuracy, they require heavy computational resources that are not always affordable or available… read more here.
Keywords: value locality; compression; specialized tasks; neural networks ... See more keywords