no code implementations • 1 Dec 2023 • Laura Smets, Werner van Leekwijck, Ing Jyh Tsang, Steven Latré
A key aspect that determines the performance of HDC is the encoding of the input data to the hyperdimensional (HD) space.
no code implementations • 12 Sep 2023 • Lucas Deckers, Laurens Van Damme, Ing Jyh Tsang, Werner van Leekwijck, Steven Latré
Spiking neural networks (SNN) distinguish themselves from artificial neural networks (ANN) because of their inherent temporal processing and spike-based computations, enabling a power-efficient implementation in neuromorphic hardware.
no code implementations • 30 May 2023 • Laura Smets, Werner van Leekwijck, Ing Jyh Tsang, Steven Latre
Hyperdimensional computing (HDC) has become popular for light-weight and energy-efficient machine learning, suitable for wearable Internet-of-Things (IoT) devices and near-sensor or on-device processing.
no code implementations • 4 Apr 2020 • Renan C. Moioli, Pedro H. J. Nardelli, Michael Taynnan Barros, Walid Saad, Amin Hekmatmanesh, Pedro Gória, Arthur S. de Sena, Merim Dzaferagic, Harun Siljak, Werner van Leekwijck, Dick Carrillo, Steven Latré
In particular, we propose a novel systematization that divides the contributions into two groups, one focused on what neurosciences will offer to 6G in terms of new applications and systems architecture (Neurosciences for Wireless), and the other focused on how wireless communication theory and 6G systems can provide new ways to study the brain (Wireless for Neurosciences).
Signal Processing Emerging Technologies Information Theory Information Theory Neurons and Cognition