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Netw"},{"key":"ref82","doi-asserted-by":"crossref","first-page":"1912","DOI":"10.3390\/heritage4030108","article-title":"Monte Carlo simulations of ED-XRF Spectra as an authentication tool for nuragic bronzes","volume":"4","author":"Nocco","year":"2021","journal-title":"Heritage"},{"key":"ref83","doi-asserted-by":"crossref","first-page":"17437","DOI":"10.1109\/JIOT.2024.3357110","article-title":"Combining Lyapunov optimization with actor-critic networks for privacy-aware IIoT computation offloading","volume":"11","author":"Wu","year":"2024","journal-title":"IEEE Internet Things J"},{"key":"ref84","doi-asserted-by":"crossref","first-page":"101938","DOI":"10.1016\/j.phycom.2022.101938","article-title":"A novel deep deterministic policy gradient model applied to intelligent transportation system security problems in 5G and 6G network scenarios","volume":"56","author":"Ribeiro","year":"2023","journal-title":"Phys Commun"},{"key":"ref85","doi-asserted-by":"crossref","first-page":"3247","DOI":"10.1109\/LWC.2024.3464858","article-title":"Deep deterministic policy gradient-based physical layer authentication scheme under unknown attacking environment","volume":"13","author":"Jiu","year":"2024","journal-title":"IEEE Wirel Commun Lett"},{"key":"ref86","doi-asserted-by":"crossref","first-page":"23447","DOI":"10.1109\/TITS.2022.3213018","article-title":"A hybrid deep learning algorithm for the license plate detection and recognition in vehicle-to-vehicle communications","volume":"23","author":"Pan","year":"2022","journal-title":"IEEE Trans Intell Transp Syst"},{"key":"ref87","doi-asserted-by":"crossref","first-page":"466","DOI":"10.3390\/info14080466","article-title":"An automated precise authentication of vehicles for enhancing the visual security 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Cities"},{"key":"ref94","doi-asserted-by":"crossref","first-page":"14580","DOI":"10.1109\/TVT.2024.3413849","article-title":"HybridSecNet: in-vehicle security on controller area networks through a hybrid two-step LSTM-CNN model","volume":"73","author":"Chougule","year":"2024","journal-title":"IEEE Trans Veh Technol"},{"key":"ref95","doi-asserted-by":"crossref","first-page":"136","DOI":"10.62762\/TSCC.2024.626147","article-title":"Vehicular network security through optimized deep learning model with feature selection techniques","volume":"1","author":"Khan","year":"2024","journal-title":"IECE Trans Sens Commun Control"},{"key":"ref96","doi-asserted-by":"crossref","first-page":"2065","DOI":"10.1007\/s12083-024-01672-4","article-title":"An innovative privacy preservation and security framework with fog nodes in enabled vanet system using hybrid encryption techniques","volume":"17","author":"Minu","year":"2024","journal-title":"Peer-to-Peer Netw Appl"},{"key":"ref97","doi-asserted-by":"crossref","first-page":"6727","DOI":"10.3390\/s23156727","article-title":"Innovative hybrid approach for masked face recognition using pretrained mask detection and segmentation, robust PCA, and KNN classifier","volume":"23","author":"Eman","year":"2023","journal-title":"Sensors"},{"journal-title":"Radio frequency measurements for selected manufacturing and industrial environments [Dataset]","year":"2016","author":"Candell","key":"ref98"},{"key":"ref99","doi-asserted-by":"crossref","first-page":"100723","DOI":"10.1016\/j.iot.2023.100723","article-title":"An authentication approach in SDN-VANET architecture with Rider-Sea Lion optimized neural network for intrusion detection","volume":"22","author":"Pulligilla","year":"2023","journal-title":"Internet Things"},{"key":"ref100","doi-asserted-by":"crossref","first-page":"906","DOI":"10.3103\/S014641161808014X","article-title":"Hierarchical software-defined security management for large-scale dynamic Networks","volume":"52","author":"Kalinin","year":"2018","journal-title":"Autom Control Comput Sci"},{"key":"ref101","series-title":"Proceedings of the 2020 International Conference on Innovation and Intelligence for Informatics, Computing and Technologies (3ICT)","article-title":"Collaborative data anonymization for privacy-preserving vehicular Ad-hoc Network","author":"Nandy","year":"2020 Dec 20\u201321"},{"key":"ref102","doi-asserted-by":"crossref","first-page":"151054","DOI":"10.1109\/ACCESS.2019.2947723","article-title":"Review on security of internet of things authentication mechanism","volume":"7","author":"Nandy","year":"2019","journal-title":"IEEE Access"},{"key":"ref103","doi-asserted-by":"crossref","first-page":"16218","DOI":"10.1109\/ACCESS.2024.3357490","article-title":"Real-time tracking and authentication protocol for anonymous operating vehicles in vehicle-infrastructure collaborative systems","volume":"12","author":"Yuan","year":"2024","journal-title":"IEEE Access"},{"key":"ref104","doi-asserted-by":"crossref","first-page":"5152","DOI":"10.1109\/TVT.2022.3225204","article-title":"DPB-MA: low-latency message authentication scheme based on distributed verification and priority in vehicular Ad Hoc network","volume":"72","author":"Xu","year":"2023","journal-title":"IEEE Trans Veh Technol"},{"key":"ref105","doi-asserted-by":"crossref","first-page":"4974","DOI":"10.3390\/electronics13244974","article-title":"Electrocardiogram-based driver authentication using autocorrelation and convolutional neural network techniques","volume":"13","author":"Ku","year":"2024","journal-title":"Electronics"},{"key":"ref106","doi-asserted-by":"crossref","first-page":"27","DOI":"10.3390\/fi17010027","article-title":"Impact of weather factors on unmanned aerial vehicles\u2019 wireless communications","volume":"17","author":"Mishra","year":"2025","journal-title":"Future 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demand","volume":"26","author":"Wen","year":"2025","journal-title":"IEEE Trans Intell Transp Syst"},{"key":"ref110","doi-asserted-by":"crossref","first-page":"09544070241297552","DOI":"10.1177\/09544070241297552","article-title":"Lightweight real-time vehicle collision warning based on deep learning multi-scale feature fusion","volume":"13","author":"Qiu","year":"2024","journal-title":"J Automob Eng"},{"key":"ref111","doi-asserted-by":"crossref","first-page":"38","DOI":"10.3390\/electronics14010038","article-title":"Optimization of video surveillance system deployment based on space syntax and deep reinforcement learning","volume":"14","author":"Li","year":"2025","journal-title":"Electronics"},{"journal-title":"IEEE 1609.2-2022 IEEE standard for wireless access in vehicular environments\u2014security services for application and management messages","year":"2023","key":"ref112"},{"key":"ref113","doi-asserted-by":"crossref","first-page":"1463","DOI":"10.1007\/s10579-024-09773-5","article-title":"From LIMA to DeepLIMA: following a new path of interoperability","volume":"58","author":"Bocharov","year":"2024","journal-title":"Lang Resour Eval"},{"key":"ref114","first-page":"1","article-title":"A rainbow in deep network black boxes","volume":"25","author":"Guth","year":"2024","journal-title":"J Mach Learn Res"},{"key":"ref115","doi-asserted-by":"crossref","first-page":"2321","DOI":"10.18280\/ts.400601","article-title":"Deep learning-driven regulation of vehicle speed limits in response to weather conditions","volume":"40","author":"Efe","year":"2023","journal-title":"Trait Du Signal"},{"key":"ref116","doi-asserted-by":"crossref","first-page":"119829","DOI":"10.1016\/j.engstruct.2025.119829","article-title":"Automatic detection of subsurface defects in concrete structures using state-of-the-art deep learning-based object detectors on the infrared dataset","volume":"329","author":"Ta","year":"2025","journal-title":"Eng Struct"},{"key":"ref117","doi-asserted-by":"crossref","first-page":"e13754","DOI":"10.1111\/exsy.13754","article-title":"BENN: balanced ensemble neural network for handling class imbalance in big data","volume":"42","author":"Ramesh","year":"2025","journal-title":"Expert Syst"},{"key":"ref118","doi-asserted-by":"crossref","first-page":"9497","DOI":"10.1109\/TII.2024.3383521","article-title":"Non-intrusive load monitoring based on an efficient deep learning model with local feature extraction","volume":"20","author":"Zhou","year":"2024","journal-title":"IEEE Trans Ind Inform"},{"key":"ref119","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3703454","article-title":"Open-ethical AI: advancements in open-source human-centric neural language models","volume":"57","author":"Sicari","year":"2025","journal-title":"Acm Comput Surv"},{"key":"ref120","doi-asserted-by":"crossref","first-page":"24561","DOI":"10.1109\/ACCESS.2023.3253484","article-title":"A comprehensive survey of context-aware continuous implicit authentication in online learning environments","volume":"11","author":"Ryu","year":"2023","journal-title":"IEEE Access"},{"key":"ref121","series-title":"Proceedings of the IEEE Vehicle Power and Propulsion Conference (VPPC)","article-title":"Battery diagnosis: a lifelong learning framework for electric vehicles","author":"Zhao","year":"2022 Nov 1\u20134"},{"key":"ref122","first-page":"816","article-title":"Optimizing dynamic keystroke pattern recognition with hybrid deep learning technique and multiple soft biometric factors","volume":"19","author":"Shanmugavalli","year":"2024","journal-title":"Int J Comput Commun Control"},{"key":"ref123","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/j.iot.2024.101310","article-title":"Enhancing a fog-oriented IoT authentication and encryption platform through deep learning-based attack detection","volume":"27","author":"dos Santos","year":"2024","journal-title":"Internet Things"},{"key":"ref124","doi-asserted-by":"crossref","first-page":"1145","DOI":"10.1109\/TCE.2023.3320157","article-title":"Blockchain-based authentication and explainable ai for securing consumer IoT applications","volume":"70","author":"Kumar","year":"2024","journal-title":"IEEE Trans Consum Electron"},{"key":"ref125","doi-asserted-by":"crossref","first-page":"20998","DOI":"10.1109\/JSEN.2021.3097172","article-title":"A secure, privacy-preserving, and lightweight authentication scheme for VANETs","volume":"21","author":"Nandy","year":"2021","journal-title":"IEEE Sens J"},{"key":"ref126","doi-asserted-by":"crossref","first-page":"9433","DOI":"10.1109\/TIFS.2024.3445730","article-title":"On the security of privacy-enhanced authentication protocol for federated learning in VANETs","volume":"19","author":"Zhang","year":"2024","journal-title":"IEEE Trans Inf Forensic Secur"},{"key":"ref127","doi-asserted-by":"crossref","first-page":"777","DOI":"10.1109\/TIFS.2023.3324747","article-title":"FedComm: a privacy-enhanced and efficient authentication protocol for federated learning in vehicular Ad-Hoc networks","volume":"19","author":"Yuan","year":"2024","journal-title":"IEEE Trans Inf Forensic Secur"},{"key":"ref128","doi-asserted-by":"crossref","first-page":"1450","DOI":"10.1109\/TIFS.2022.3160361","article-title":"MMAuth: a continuous authentication framework on smartphones using multiple modalities","volume":"17","author":"Shen","year":"2022","journal-title":"IEEE Trans Inf Forensic Secur"},{"key":"ref129","doi-asserted-by":"crossref","first-page":"11","DOI":"10.3390\/app13074216","article-title":"Personalized context-aware authentication protocols in IoT","volume":"13","author":"Bulat","year":"2023","journal-title":"Appl 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