51 天前 - … This paper introduces a robust alternative mitigation strategy based on Physical-Layer
Authentication (PLA), which leverages the intrinsic physical layer characteristics of IoT …

51 天前 - … The study incorporates physical layer measurements and employs a ray-tracing path
… provides significant advantages compared to other deep learning-based methods in terms …

52 天前 - … effectiveness of deep learning models in classifying physical rehabilitation exercises.
The dataset was split into training and validation. The results varied based on the method. …

53 天前 - … atoms has been investigated by a deep learning method DeepH, which significantly
… for exploring physical phenomena related to flat bands in twisted layered 2D materials. …

53 天前 - … In particular, the tools based on Deep Learning for modeling the sensor, choosing
features, and the procedures for preprocessing and training the Artificial Neural Network …

53 天前 - … this physical layer of security, RF fingerprinting can effectively mitigate threats
such as device spoofing [3,4]. The main drive of RF fingerprinting is to add a physical layer of …

53 天前 - … the Reinforcement Learning Algorithm on physical robots for … In this work, we employ
the Deep Q learning algorithm to … Robust generalization is especially vital for deeplearning …

55 天前 - … While existing work often focuses on higher layers in the defense of XR applications
[34], we address insecurity at the physical layer and specifically investigate potential …

56 天前 - … the accuracy of the digital twin model proposed in this paper is superior to
mainstream deep learning models. The established CNN based model can achieve highprecision …

56 天前 - … To solve it, we formulate our system as a Markov decision process, and then we
propose a novel deep reinforcement learning (DRL)-based approach to enhance the ASR …