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Titlebook: Artificial Neural Networks and Machine Learning – ICANN 2021; 30th International C Igor Farkaš,Paolo Masulli,Stefan Wermter Conference proc

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https://doi.org/10.1007/978-3-322-85610-4ring robustness of different neural networks and has polynomial time complexity which leads to 3x-30x boost in efficiency compared to related methods. Together with the intrinsic statistical guarantee, the issued certificates are considered practical in comparing the robustness of various commercial neural networks.
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Rundlauffehler und Spannmittelkonstruktion,anomalous edges by reconstructing the distance between the evolutionary communities’ vertices. We demonstrate the implications on three real-world datasets and compare them with the state-of-the-art method.
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An Improved (Adversarial) Reprogramming Technique for Neural Networkshem to perform new tasks. This technique requires a lot less effort and hyperparameter tuning compared training new models from scratch. Therefore, we believe that our improved and scalable reprogramming method has potential to become a new method for creating neural network models.
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Statistical Certification of Acceptable Robustness for Neural Networksring robustness of different neural networks and has polynomial time complexity which leads to 3x-30x boost in efficiency compared to related methods. Together with the intrinsic statistical guarantee, the issued certificates are considered practical in comparing the robustness of various commercial neural networks.
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