Ayberk Aydın

E-mail

aayberk@metu.edu.tr

Department

Graduate School of Informatics

ORCID

0000-0002-8083-4536

Imperceptible Adversarial Examples by Spatial Chroma-Shift Aydın, Ayberk; Sen, Deniz; Karli, Berat Tuna; Hanoglu, Oguz; Temizel, Alptekin (2021-10-20) Deep Neural Networks have been shown to be vulnerable to various kinds of adversarial perturbations. In addition to widely studied additive noise based perturbations, adversarial examples can also be created by applying a ...
Using Generative Adversarial Nets on Atari Games for Feature Extraction in Deep Reinforcement Learning Aydın, Ayberk; Sürer, Elif (2020-10-05) Deep Reinforcement Learning (DRL) has been successfully applied in several research domains such as robot navigation and automated video game playing. However, these methods require excessive computation and interaction wi...
Using Generative Adversarial Nets on Atari Games for Feature Extraction in Deep Reinforcement Learning Aydın, Ayberk; Sürer, Elif (2020-04-01) Deep Reinforcement Learning (DRL) has been suc-cessfully applied in several research domains such as robotnavigation and automated video game playing. However, thesemethods require excessive co...

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