Search Results for author: Giovanni Mariani

Found 5 papers, 2 papers with code

Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces

no code implementations ICCV 2021 Bert Moons, Parham Noorzad, Andrii Skliar, Giovanni Mariani, Dushyant Mehta, Chris Lott, Tijmen Blankevoort

Second, a rapid evolutionary search finds a set of pareto-optimal architectures for any scenario using the accuracy predictor and on-device measurements.

Knowledge Distillation Model Compression +1

PAGAN: Portfolio Analysis with Generative Adversarial Networks

no code implementations19 Sep 2019 Giovanni Mariani, Yada Zhu, Jianbo Li, Florian Scheidegger, Roxana Istrate, Costas Bekas, A. Cristiano I. Malossi

Sound financial theories demonstrate that in an efficient marketplace all information available today, including expectations on future events, are represented in today prices whereas future price trend is driven by the uncertainty.

Computational Finance Statistical Finance

BAGAN: Data Augmentation with Balancing GAN

4 code implementations26 Mar 2018 Giovanni Mariani, Florian Scheidegger, Roxana Istrate, Costas Bekas, Cristiano Malossi

The generator in the GAN is initialized with the encoder module of an autoencoder that enables us to learn an accurate class-conditioning in the latent space.

Data Augmentation Image Classification

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