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IoT Security Techniques Based on Machine Learning: How Do IoT Devices Use AI to Enhance Security?
TLDR
We investigate the attack model for IoT systems and review the IoT security solutions based on machine-learning, unsupervised learning, and reinforcement learning (RL). Expand
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Security in Mobile Edge Caching with Reinforcement Learning
TLDR
We propose a security solution based on reinforcement learning to provide secure offloading to the edge nodes against jamming attacks. Expand
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Learning-Based Privacy-Aware Offloading for Healthcare IoT With Energy Harvesting
TLDR
We propose a reinforcement learning (RL)-based privacy-aware offloading scheme to help healthcare IoT devices protect both the user location privacy and the usage pattern privacy. Expand
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PHY-Layer Authentication With Multiple Landmarks With Reduced Overhead
TLDR
We propose a logistic regression-based authentication to remove the assumption on the known channel model, and thus be applicable to more generic wireless networks. Expand
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Learning-Based Rogue Edge Detection in VANETs with Ambient Radio Signals
TLDR
We propose a physical (PHY)- layer rogue edge detection scheme for VANETs according to the shared ambient radio signals observed during the same moving trace of the mobile device and the serving edge in the same vehicle. Expand
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Reinforcement Learning Based Mobile Offloading for Cloud-Based Malware Detection
TLDR
We investigate the competition of the radio transmission bandwidths and the data sharing of the security server in the dynamic malware detection game, in which each mobile device chooses its offloading rate of the application traces to theSecurity server. Expand
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Chemical synthesis of lactic acid from cellulose catalysed by lead(II) ions in water.
The direct transformation of cellulose, which is the main component of lignocellulosic biomass, into building-block chemicals is the key to establishing biomass-based sustainable chemical processes.Expand
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Base-Free Aerobic Oxidation of 5-Hydroxymethyl-furfural to 2,5-Furandicarboxylic Acid in Water Catalyzed by Functionalized Carbon Nanotube-Supported Au–Pd Alloy Nanoparticles
The aerobic oxidation of 5-hydroxymethylfurfural (HMF), a key platform compound in cellulose transformation, into 2,5-furandicarboxylic acid (FDCA), a promising renewable alternative toExpand
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Reinforcement Learning-Based Downlink Interference Control for Ultra-Dense Small Cells
TLDR
We propose a reinforcement learning based power control scheme to suppress downlink inter-cell interference and save energy for ultra-dense small cells. Expand
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One-Step Approach to 2,5-Diformylfuran from Fructose over Molybdenum Oxides Supported on Carbon Spheres
An effective one-pot process of synthesizing 2,5-diformylfuran (DFF) directly from fructose was accomplished over carbon sphere (CS)-supported molybdenum oxides (MoOx/CS) catalysts. The MoOx/CSExpand
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