TY - GEN AU - Meschede, Henning ID - 30677 TI - Energy efficiency in industrial processes – best practice ER - TY - JOUR AU - Elgabarty, Hossam AU - Kampfrath, Tobias AU - Bonthuis, Douwe Jan AU - Balos, Vasileios AU - Kaliannan, Naveen Kumar AU - Loche, Philip AU - Netz, Roland R. AU - Wolf, Martin AU - K{\, Thomas D. AU - Sajadi, Mohsen ID - 17381 IS - 17 JF - Science Advances TI - Energy transfer within the hydrogen bonding network of water following resonant terahertz excitation VL - 6 ER - TY - JOUR AB - Energy flow in the hydrogen bonding network of water is traced by resonant terahertz excitation and off-resonant optical probing. AU - Elgabarty, Hossam AU - Kampfrath, Tobias AU - Bonthuis, Douwe Jan AU - Balos, Vasileios AU - Kaliannan, Naveen Kumar AU - Loche, Philip AU - Netz, Roland R. AU - Wolf, Martin AU - Kühne, Thomas AU - Sajadi, Mohsen ID - 34302 IS - 17 JF - Science Advances KW - Multidisciplinary SN - 2375-2548 TI - Energy transfer within the hydrogen bonding network of water following resonant terahertz excitation VL - 6 ER - TY - JOUR AU - Goller, Michael AU - Harteis, Christian AU - Gijbels, David AU - Donche, Vincent ID - 16507 IS - 2 JF - Journal of Engineering Education SN - 1069-4730 TI - Engineering students' learning during internships: Exploring the explanatory power of the job demands‐control‐support model VL - 109 ER - TY - BOOK AU - Hohwiller, Peter ID - 35846 TI - Englisch unterrichten: planen, durchführen, reflektieren ER - TY - CHAP AU - Matz, Frauke AU - Rumlich, Dominik ED - Grünewald, Andreas ED - Hethey, Meike ED - Struve, Karen ID - 21915 T2 - KONTROVERS. Literaturdidaktik meets Literaturwissenschaft TI - Englischsprachige Jugendbücher innerhalb und außerhalb des Englischunterrichts – Young Adult Fiction als empirischer Gegenstand der Literaturdidaktik ER - TY - JOUR AU - Pan, Ying AU - Ren, Hangjuan AU - Chen, Ruizhe AU - Wu, Yanfang AU - Chu, Dewei ID - 46008 JF - Chemical Engineering Journal KW - Industrial and Manufacturing Engineering KW - General Chemical Engineering KW - Environmental Chemistry KW - General Chemistry SN - 1385-8947 TI - Enhanced electrocatalytic oxygen evolution by manipulation of electron transfer through cobalt-phosphorous bridging VL - 398 ER - TY - JOUR AU - Song, Xiaohong AU - Yang, Shidong AU - Zuo, Ruixin AU - Meier, Torsten AU - Yang, Weifeng ID - 20772 JF - Physical Review A SN - 2469-9926 TI - Enhanced high-order harmonic generation in semiconductors by excitation with multicolor pulses VL - 101 ER - TY - JOUR AU - Dröse, Jennifer AU - Prediger, Susanne ID - 45383 JF - Journal für Mathematik-Didaktik, 41(2) TI - Enhancing Fifth Graders’ Awareness of Syntactic Features in Mathematical Word Problems: A Design Research Study on the Variation Principle ER - TY - CONF AB - Artificial neural networks in general and deep learning networks in particular established themselves as popular and powerful machine learning algorithms. While the often tremendous sizes of these networks are beneficial when solving complex tasks, the tremendous number of parameters also causes such networks to be vulnerable to malicious behavior such as adversarial perturbations. These perturbations can change a model's classification decision. Moreover, while single-step adversaries can easily be transferred from network to network, the transfer of more powerful multi-step adversaries has - usually - been rather difficult.In this work, we introduce a method for generating strong adversaries that can easily (and frequently) be transferred between different models. This method is then used to generate a large set of adversaries, based on which the effects of selected defense methods are experimentally assessed. At last, we introduce a novel, simple, yet effective approach to enhance the resilience of neural networks against adversaries and benchmark it against established defense methods. In contrast to the already existing methods, our proposed defense approach is much more efficient as it only requires a single additional forward-pass to achieve comparable performance results. AU - Seiler, Moritz Vinzent AU - Trautmann, Heike AU - Kerschke, Pascal ID - 46331 T2 - Proceedings of the International Joint Conference on Neural Networks (IJCNN) TI - Enhancing Resilience of Deep Learning Networks By Means of Transferable Adversaries ER -