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Speeding Up Non-archimedean Numerical Computations Using AVX-512 SIMD Instructions

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  1. Article

    Open Access

    Pure and mixed lexicographic-paretian many-objective optimization: state of the art

    This work aims at reviewing the state of the art of the field of lexicographic multi/many-objective optimization. The discussion starts with a review of the literature, emphasizing the numerous application in ...

    Leonardo Lai, Lorenzo Fiaschi, Marco Cococcioni, Kalyanmoy Deb in Natural Computing (2023)

  2. Article

    Open Access

    Photonic-aware neural networks

    Photonics-based neural networks promise to outperform electronic counterparts, accelerating neural network computations while reducing power consumption and footprint. However, these solutions suffer from phys...

    Emilio Paolini, Lorenzo De Marinis, Marco Cococcioni in Neural Computing and Applications (2022)

  3. Article

    Open Access

    The Big-M method with the numerical infinite M

    Linear programming is a very well known and deeply applied field of optimization theory. One of its most famous and used algorithms is the so called Simplex algorithm, independently proposed by Kantorovič and ...

    Marco Cococcioni, Lorenzo Fiaschi in Optimization Letters (2021)

  4. Article

    Open Access

    Vectorizing posit operations on RISC-V for faster deep neural networks: experiments and comparison with ARM SVE

    With the arrival of the open-source RISC-V processor architecture, there is the chance to rethink Deep Neural Networks (DNNs) and information representation and processing. In this work, we will exploit the fo...

    Marco Cococcioni, Federico Rossi, Emanuele Ruffaldi in Neural Computing and Applications (2021)

  5. Article

    Open Access

    A maritime decision support system to assess risk in the presence of environmental uncertainties: the REP10 experiment

    The aim of this work is to report on an activity carried out during the 2010 Recognized Environmental Picture experiment, held in the Ligurian Sea during summer 2010. The activity was the first at-sea test of ...

    Raffaele Grasso, Marco Cococcioni, Baptiste Mourre, Jacopo Chiggiato in Ocean Dynamics (2012)