Titlebook: Optimization and Learning; 5th International Co Bernabé Dorronsoro,Mario Pavone,El-Ghazali Talbi Conference proceedings 2022 The Editor(s)

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1865-0929 in Syracuse, Sicilia, Italy, in July 2022. .The 19 full papers presented in this volume were carefully reviewed and selected from 52 submissions. The papers are organized in the following topical sections: Optimization and Learning; Novel Optimization Techniques; Logistics; and Applications..978-3-0

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Evolutionary-Based Co-optimization of DNN and Hardware Configurations on Edge GPUmplex. Previous works typically focus on optimizing DNNs given a fixed hardware configuration or optimizing a specific hardware architecture given a fixed DNN model. Recently, the importance of the joint exploration of the two spaces draw more and more attention. Our work targets the co-optimization

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Maximum Information Coverage and Monitoring Path Planning with Unmanned Surface Vehicles Using Deep ormative missions for modeling and supervising can be performed efficiently. Given a model of the uncertainty of the measurements, the minimization of entropy is proven to be a suitable criterion to find a surrogate model of the contamination map, also with complete coverage pathplanning. This work

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