Granular learning for robust vision transformers

Haoyang Tang

doi:10.1016/j.asoc.2025.114296

Granular learning for robust vision transformers

2025-11-19

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DOI：10.1016/j.asoc.2025.114296

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• Granulation, Granular vector and its operations are investigated. • The granular attention, granular linear layer, and granular residual structure are studied based on the operations of the granular vector. • The robust vision transformer is proposed through granular learning, which can be flexibly deployed as a plug-and-play component. • The code is available at https://github.com/sjmp525/IntelligentAlgorithm .

Granular learning for robust vision transformers

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