Search Results for author: Guido Dartmann

Found 4 papers, 1 papers with code

Exploring Adversarial Attacks on Neural Networks: An Explainable Approach

1 code implementation8 Mar 2023 Justus Renkhoff, Wenkai Tan, Alvaro Velasquez, illiam Yichen Wang, Yongxin Liu, Jian Wang, Shuteng Niu, Lejla Begic Fazlic, Guido Dartmann, Houbing Song

Finally, we demonstrate that the layers $Block4\_conv1$ and $Block5\_cov1$ of the VGG-16 model are more susceptible to adversarial attacks.

Autonomous Driving

An Adaptive Multi-Agent Physical Layer Security Framework for Cognitive Cyber-Physical Systems

no code implementations7 Jan 2021 Mehmet Özgün Demir, Ozan Alp Topal, Ali Emre Pusane, Guido Dartmann, Gerd Ascheid, Güneş Karabulut Kurt

With the advancement of the machine learning algorithms, the transmission scheme providing the best performance can be utilized to sustain a reliable network of CCPS agents equipped with self-decision mechanisms, where the interactions between each agent are modeled in terms of service quality, security, and cost dimensions.

Reinforcement Learning (RL)

EVO-RL: Evolutionary-Driven Reinforcement Learning

no code implementations9 Jul 2020 Ahmed Hallawa, Thorsten Born, Anke Schmeink, Guido Dartmann, Arne Peine, Lukas Martin, Giovanni Iacca, A. E. Eiben, Gerd Ascheid

Furthermore, we propose that this distinction is decided by the evolutionary process, thus allowing evo-RL to be adaptive to different environments.

OpenAI Gym reinforcement-learning +1

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