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  1. Article

    Embedding channel pruning within the CNN architecture design using a bi-level evolutionary approach

    Remarkable advancements have been achieved in machine learning and computer vision through the utilization of deep neural networks. Among the most advantageous of these networks is the convolutional neural net...

    Hassen Louati, Ali Louati, Slim Bechikh, Elham Kariri in The Journal of Supercomputing (2023)

  2. Article

    Joint design and compression of convolutional neural networks as a Bi-level optimization problem

    Over the last decade, deep neural networks have shown great success in the fields of machine learning and computer vision. Currently, the CNN (convolutional neural network) is one of the most successful networ...

    Hassen Louati, Slim Bechikh, Ali Louati in Neural Computing and Applications (2022)

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    Article

    Deep learning and case-based reasoning for predictive and adaptive traffic emergency management

    An efficient traffic signal control system (TSCS) should not only be reactive to the current traffic but also be predictive by anticipating future traffic disturbances. In this study, we investigate the potent...

    Ali Louati, Hassen Louati, Zhaojian Li in The Journal of Supercomputing (2021)