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With the increasing complexity of cyber assaults in cloud environments, adaptable security solutions are needed that can support real-time detection and autonomous response. In this paper, we propose a reinforcement learning-based dynamic cyber defense framework. We deploy a Deep Q-Network (DQN) to train effective defensive strategies to counteract the evolving cyberattacks.
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An Indian paradise flycatcher about to take a dive into the Jamuna in Naogaon's Badalgachi. Native to Asia and widely distributed, these medium-sized passerine birds prefer sheltering in forests and well-wooded areas, where they can feast on insects. However, once in a while they venture out into bustling cityscapes near water. They are migratory and those in the north go to the south in the winter and those living in the Himalayas come down to northern plains.
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