mlsanityData to 7 Oct 2026

AI-Assisted Authentication: State of the Art, Taxonomy and Future Roadmap

arXiv 2204.12492 ↗First posted 25 Apr 2022cs.CR cs.AI cs.LGcited by 0

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Abstract (arXiv)

Artificial Intelligence (AI) has found its applications in a variety of environments ranging from data science to cybersecurity. AI helps break through the limitations of traditional algorithms and provides more efficient and flexible methods for solving problems. In this paper, we focus on the applications of artificial intelligence in authentication, which is used in a wide range of scenarios including facial recognition to access buildings, keystroke dynamics to unlock smartphones. With the emerging AI-assisted authentication schemes, our comprehensive survey provides an overall understanding on a high level, which paves the way for future research in this area. In contrast to other relevant surveys, our research is the first of its kind to focus on the roles of AI in authentication.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 29 of its 260 references that are in the map. First posted on arXiv 25 Apr 2022.

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29 of 260 references.

References · 29

  1. 2021Deep Reinforcement Learning with Quantum-inspired Experience Replaycited by 18
  2. 2021Applications of Recurrent Neural Network for Biometric Authentication & Anomaly Detectioncited by 15
  3. 2022Block Hunter: Federated Learning for Cyber Threat Hunting in Blockchain-based IIoT Networkscited by 15
  4. 2017Implicit Smartphone User Authentication with Sensors and Contextual Machine Learningcited by 10
  5. 2019Additive Adversarial Learning for Unbiased Authenticationcited by 9
  6. 2018RF-PUF: Enhancing IoT Security through Authentication of Wireless Nodes using In-situ Machine Learningcited by 7
  7. 2021Federated Learning-based Active Authentication on Mobile Devicescited by 7
  8. 2018Deep Learning for Signal Authentication and Security in Massive Internet of Things Systemscited by 6
  9. 2020Intelligent Trajectory Planning in UAV-mounted Wireless Networks: A Quantum-Inspired Reinforcement Learning Perspectivecited by 6
  10. 2021Creation and Evaluation of a Pre-tertiary Artificial Intelligence (AI) Curriculumcited by 6
  11. 2018Learning-Aided Physical Layer Authentication as an Intelligent Processcited by 5
  12. 2022Security Considerations for Virtual Reality Systemscited by 5
17 more
  1. 2017Deep Learning-Based Dynamic Watermarking for Secure Signal Authentication in the Internet of Thingscited by 4
  2. 2020Toward Reliable Models for Authenticating Multimedia Content: Detecting Resampling Artifacts With Bayesian Neural Networkscited by 4
  3. 2019Blockchain-enabled Authentication Handover with Efficient Privacy Protection in SDN-based 5G Networkscited by 3
  4. 2019Comparison of Machine Learning Models in Food Authentication Studiescited by 3
  5. 2021Bio-Inspired Representation Learning for Visual Attention Predictioncited by 3
  6. 2016Convolutional Neural Networks for Attribute-based Active Authentication on Mobile Devicescited by 2
  7. 2017Application of Machine Learning for Channel based Message Authentication in Mission Critical Machine Type Communicationcited by 2
  8. 2018RF-PUF: IoT Security Enhancement through Authentication of Wireless Nodes using In-situ Machine Learningcited by 2
  9. 2020Authenticating On-Body IoT Devices: An Adversarial Learning Approachcited by 2
  10. 2020Physical-Layer Authentication Using Channel State Information and Machine Learningcited by 2
  11. 2020DeepKeyGen: A Deep Learning-based Stream Cipher Generator for Medical Image Encryption and Decryptioncited by 2
  12. 2021One-shot Representational Learning for Joint Biometric and Device Authenticationcited by 2
  13. 2019An Enhanced Machine Learning-based Biometric Authentication System Using RR-Interval Framed Electrocardiogramscited by 1
  14. 2019Supervised Learning for Physical Layer based Message Authentication in URLLC scenarioscited by 1
  15. 2019Statistical and Machine Learning-based Decision Techniques for Physical Layer Authenticationcited by 1
  16. 2019Device-Free User Authentication, Activity Classification and Tracking using Passive Wi-Fi Sensing: A Deep Learning Based Approachcited by 1
  17. 2021Towards Automated Benchmark Support for Multi-Blockchain Interoperability-Facilitating Platformscited by 1

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