Author

M. Zuair

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Preprint Sep 2026

A Hybrid CNN--State-Space--Attention Backbone with Joint-Embedding Predictive Pretraining for 12-Lead ECG Classification

A hybrid CNN-SSM-Attention backbone for 12-lead ECG classification is introduced, which provides strong supervised baselines under a compact parameter budget and improves transfer, particularly in reduced-label settings and under both full fine-tuning and LoRA-based adaptation.

Y. Bazi, Sarah Aljuhani, M. M. Al Rahhal et al. · 0 citations

Preprint Sep 2026

Selective Tool Use for Agentic Change Visual Question Answering in Remote Sensing

A selective tool use framework in which a single VLM either answers directly or invokes a deterministic change analysis tool to obtain question specific evidence to demonstrate the benefit of question-specific semantic evidence for Change VQA, while highlighting the influence of semantic prediction quality on the resul...

Y. Bazi, M. M. Al Rahhal, M. Mekhtiche et al. · 0 citations

Open access Aug 2026

Semisupervised Adaptation of Vision-Language Models for Image Classification

Results on the UC Merced (UCM) and NWPU benchmarks indicate that SE-CLIP significantly outperforms existing semi-supervised approaches and provides a viable solution for adapting VLMs to the remote sensing domain with minimal human intervention.

M. L. Mekhalfi, M. M. Al Rahhal, Y. Bazi et al. · IEEE Geoscience and Remote S... · 0 citations