Search Results for author: Riccardo Schiavone

Found 3 papers, 1 papers with code

Binary domain generalization for sparsifying binary neural networks

1 code implementation23 Jun 2023 Riccardo Schiavone, Francesco Galati, Maria A. Zuluaga

Binary neural networks (BNNs) are an attractive solution for developing and deploying deep neural network (DNN)-based applications in resource constrained devices.

Binarization Domain Generalization

Sparsifying Binary Networks

no code implementations11 Jul 2022 Riccardo Schiavone, Maria A. Zuluaga

Our experiments confirm that SBNNs can achieve high compression rates, without compromising generalization, while further reducing the operations of BNNs, making SBNNs a viable option for deploying DNNs in cheap, low-cost, limited-resources IoT devices and sensors.

Binarization Quantization +2

Sparse Binary Neural Networks

no code implementations1 Jan 2021 Riccardo Schiavone, Maria A Zuluaga

Among quantized networks, Binary Neural Networks (BNNs) have reported the largest speed-up.

Sparse Learning and binarization

Cannot find the paper you are looking for? You can Submit a new open access paper.