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Optimizing Mouse Dynamics for User Authentication by Machine Learning: Addressing Data Sufficiency, Accuracy-Practicality Trade-off, and Model Performance Challenges

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Optimizing Mouse Dynamics for User Authentication by Machine Learning: Addressing Data Sufficiency, Accuracy-Practicality Trade-off, and Model Performance Challenges

·8 min read·Yi Wang, Chengyv Wu, Yang Liao et al.

This paper addresses key challenges in mouse dynamics-based user authentication, namely determining the sufficient data volume, balancing accuracy and practicality with segment length, and enhancin…

researchmouse-dynamicsbehavioral-biometric-authenticationuser-authenticationdeep-learning

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UIFace: Unleashing Inherent Model Capabilities to Enhance Intra-Class Diversity in Synthetic Face Recognition

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UIFace: Unleashing Inherent Model Capabilities to Enhance Intra-Class Diversity in Synthetic Face Recognition

·8 min read·Xiao Lin, Yuge Huang, Jianqing Xu et al.

This paper addresses the challenge of generating synthetic face datasets with high intra-class diversity while preserving identity, to train face recognition (FR) models without relying on privacy-…

researchsynthetic-face-recognitiondiffusion-modelsintra-class-diversityidentity-preserving-generation

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A Review of Several Keystroke Dynamics Methods

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A Review of Several Keystroke Dynamics Methods

·8 min read·Soykat Amin, Cristian Di Iorio

This paper conducts a comparative empirical study of three statistical keystroke dynamics authentication methods—Gaussian Mixture Models (GMM), Mahalanobis Distance, and Gunetti Picardi’s Distance …

researchkeystroke-dynamicsbehavioral-biometricgaussian-mixture-modelmahalanobis-distance

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Browser Fingerprint Detection and Anti-Tracking

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Browser Fingerprint Detection and Anti-Tracking

·7 min read·Kaitong Lin, Huazhu Cao, Amin Milani Fard

This paper addresses the significant privacy threat posed by browser fingerprinting, which enables cross-site user tracking and identification beyond traditional cookie-based methods

researchbrowser-fingerprintingprivacyanti-trackingchrome-extension

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