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Author

A. Shukla

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Preprint Aug 2026

Prototype-Rectified Iterative Self-supervised Manifold Denoising under Severe Acoustic Shift

PRISM (Prototype-Rectified Iterative Self-supervised Manifold Denoising), a training-free, source-free TTA framework grounded in the Affine Noise Hypothesis, is addressed, making it substantially faster than gradient-based TTA while requiring no additional training.

A. Shukla, R. Thakur, Aryan Das et al. · 0 citations
Review Open access Jul 2026

Artificial Intelligence Models for Smart Traffic Management and Road Safety

An overview of the most prominent types of AI models employed in smart traffic control and road safety, such as supervised and unsupervised machine learning, deep learning, computer vision, and reinforcement learning, and their applications for traffic flow prediction, adaptive traffic signal control, vehicle and pedestrian detection, accident prediction, driver behaviour monitoring, and prioritisation of emergency vehicles are discussed.

Shaikh Amra Bano, Kamal, P. K. Soni et al. · 0 citations

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