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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

K. Makkaoui

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Open access Oct 2026

Robustness Evaluation of Lightweight YOLO Detectors for Traffic Monitoring Under Visual Corruptions and Adversarial Attacks

Reliable traffic-object detection remains challenging when visual conditions degrade or when the detector is exposed to adversarial perturbations. This study investigates these robustness challenges through a systematic evaluation of lightweight YOLO detectors for intelligent traffic monitoring. Several nano-scale vari...

Chaymae Rami, Siham Essahraui, Ibrahim Ouahbi et al. · 0 citations
Preprint Aug 2026

Continual Visual Learning under Evolving Semantic Concept Shift

Experiments show that SemReWrite achieves a stronger balance between learning revised semantics and retaining unaffected knowledge than prompt replacement, conventional fine-tuning, parameter-efficient adaptation, and continual-learning strategies.

Ismail Lamaakal, Chaymae Yahyati, Yassine Maleh et al. · 0 citations

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