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Impact of Data Breadth and Depth on Performance of Siamese Neural Network Model: Experiments with Three Keystroke Dynamic Datasets

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Impact of Data Breadth and Depth on Performance of Siamese Neural Network Model: Experiments with Three Keystroke Dynamic Datasets

·10 min read·Ahmed Anu Wahab, Daqing Hou, Nadia Cheng et al.

This paper asks a practical question that keystroke-biometrics researchers often assume away: how much dataset breadth (number of subjects) and depth (samples per subject, sequence length, and trip…

researchkeystroke-dynamicssiamese-networktriplet-lossmetric-learning

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KVC-onGoing: Keystroke Verification Challenge

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KVC-onGoing: Keystroke Verification Challenge

·9 min read·Giuseppe Stragapede, Ruben Vera-Rodriguez, Ruben Tolosana et al.

The Keystroke Verification Challenge - onGoing (KVC-onGoing) addresses the lack of standardized benchmarking protocols and large-scale, publicly accessible datasets for keystroke dynamics (KD) biom…

researchkeystroke-dynamicsbehavioral-biometricsbiometric-verificationdemographic-fairness

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AI and the Future of Digital Public Squares

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AI and the Future of Digital Public Squares

·12 min read·Beth Goldberg, Diana Acosta-Navas, Michiel Bakker et al.

This position paper, produced by a large multidisciplinary team spanning Google/Jigsaw, Google DeepMind, MIT, Yale, Georgetown, Reddit, and multiple civil society organizations, argues that LLMs re…

researchproof-of-humanitybot-detectioncollective-intelligencellm-augmented-moderation

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Fingerprinting Browsers in Encrypted Communications

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Fingerprinting Browsers in Encrypted Communications

·7 min read·Sandhya Aneja, Nagender Aneja

This paper asks whether browsers can still be distinguished when all traffic is encrypted with HTTPS over TLS 1.3, using only observable packet/message lengths rather than plaintext HTTP headers or…

researchbrowser-fingerprintingtls-1.3encrypted-trafficpassive-fingerprinting

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