Moncef Gabbouj

ShakeMe: Key Generation from Shared Motion

2015

Devices equipped with accelerometer sensors such as today's mobile devices can make use of motion to exchange information. A typical example for shared motion is shaking of two devices which are held together in one …

Exploiting heterogeneity in operational neural networks by synaptic plasticity

2021 · Neural Computing and Applications

Abstract The recently proposed network model, Operational Neural Networks (ONNs), can generalize the conventional Convolutional Neural Networks (CNNs) that are homogenous only with a linear neuron model. As a heterogenous network model, ONNs are based …

On Feature Diversity in Energy-based Models

2023 · arXiv (Cornell University)

Energy-based learning is a powerful learning paradigm that encapsulates various discriminative and generative approaches. An energy-based model (EBM) is typically formed of inner-model(s) that learn a combination of the different features to generate an energy …