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Bi-Zu Feng

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#artificial intelligence Preprint Sep 2026

Task-Relevant Null-Space Residuals for Non-Injective Neural Mappings

The proposed Task-Relevant Null-Space Residuals (NSR) combines null-space component extraction from pre-mapping representations, member-level encoding and gating, and application-specific integration to exploit potentially task-relevant information under downstream supervision while preserving the original aggregation...

Bi-Zu Feng, Zhi-Mu Yang, Shu-Ming Wang et al. · 0 citations

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