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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Muhammad Ahmad

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2 papers indexed here

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2026

WorldMamba: World-State Representation Learning for Hyperspectral Image Classification

Existing hyperspectral image classification (HSIC) methods primarily learn discriminative spectral–spatial representations and directly map them to semantic labels, often overlooking the underlying material composition, scene organization, and physical characteristics of hyperspectral observations. To address this limi...

Muhammad Ahmad, A. Maslovskaya, Manuel Mazzara · 1 citation
2026

Relational Graph-Guided Selective State-Space Model for Hyperspectral Image Classification

Hyperspectral image (HSI) classification remains challenging under extreme label scarcity and spatially disjoint supervision, where models must generalize across heterogeneous materials while producing spatially consistent maps at scale. This article proposes RGMamba (RGM), a relational graph-guided selective state-spa...

Muhammad Ahmad, Hamzah Luqman, Manuel Mazzara · 0 citations

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