Titlebook: IT Convergence and Security; Proceedings of ICITC Hyuncheol Kim,Kuinam J. Kim Conference proceedings 2021 The Editor(s) (if applicable) and

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Efficient Training Convolutional Neural Networks on Edge Devices with Gradient-Pruned Sign-Symmetricdescribes a novel approach of training DNNs exploiting the redundancy and the weight asymmetry potential of conventional back propagation. We demonstrate that with negligible classification accuracy loss, the proposed approach outperforms the prior arts by 5x in terms of energy efficiency.

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An NMT-Based Approach to Translate Natural Language Questions to SPARQL Queriesdify the translation result due to the vocabulary mismatch problem. The proposed approach is evaluated with an open-domain question answering dataset (QALD-7) on BLEU score and accuracy which result in an outstanding 80.83% on BLEU score and 78.07% on accuracy.

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Verifying MQV-Based Protocols Using ProVerifl verifier tool as well as some of the known computational attacks done by others such as Unknown-Key-Share attack using it. Included in our results are two MQV-based protocol variants: an identity based key agreement (FG IB-KA) and a certificateless identity authenticated based key agreement (CLAKA).

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