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Elenco Pubblicazioni - Publications (1087)

Abstract: The pervasiveness of deep neural networks (DNNs) in edge devices enforced new requirements on information representation. Low precision format from 16 bits down to 1 or 2 bits have been proposed in the last…
Abstract: With the pervasiveness of deep neural networks in scenarios that bring real-time requirements, there is the increasing need for optimized arithmetic on high performance architectures. In this paper we adopt two key visions: i)…
Recurrent Neural Networks (RNNs) have become important tools for tasks such as speech recognition, text generation, or natural language processing. However, their inference may involve up to billions of operations and their large number of…