no code implementations • 1 Dec 2022 • Franyell Silfa, Jose Maria Arnau, Antonio González
In this regard, BNNs are very amenable to edge devices since they employ 1-bit to store the inputs and weights, and thus, their storage requirements are low.
no code implementations • 21 Feb 2022 • Martí Anglada, Enrique de Lucas, Joan-Manuel Parcerisa, Juan L. Aragón, Antonio González
In real-time rendering, a 3D scene is modelled with meshes of triangles that the GPU projects to the screen.
no code implementations • 14 Feb 2022 • Franyell Silfa, Jose-Maria Arnau, Antonio González
In this paper, we observe that the output of a neuron exhibits small changes in consecutive invocations.~We exploit this property to build a neuron-level fuzzy memoization scheme, which dynamically caches each neuron's output and reuses it whenever it is predicted that the current output will be similar to a previously computed result, avoiding in this way the output computations.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +2
no code implementations • 10 Feb 2022 • Dennis Pinto, Jose-María Arnau, Antonio González
In this paper, we propose a scheme to predict whether the output of each ReLu activated neuron will be a zero or a positive number in order to skip the computation of those neurons that will likely output a zero.
no code implementations • 23 Dec 2021 • Mehdi Hassanpour, Marc Riera, Antonio González
Data-intensive workloads and applications, such as machine learning (ML), are fundamentally limited by traditional computing systems based on the von-Neumann architecture.
no code implementations • 22 Jan 2021 • Dennis Pinto, Jose-María Arnau, Antonio González
With computers getting more and more powerful and integrated in our daily lives, the focus is increasingly shifting towards more human-friendly interfaces, making Automatic Speech Recognition (ASR) a central player as the ideal means of interaction with machines.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1