Author

Kwok-Yan Lam

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#machine learning Preprint Sep 2026

OSR: Output Space Redistribution for Adaptive Label Removal in Classification Models

A novel approach that leverages statistical redistribution in the output space to approximate the post-removal confidence vectors of a retrained model, alleviating scalability limitations and potentially mitigates privacy concerns inherent to data-dependent solutions is proposed.

Min-Yi Peng, Darian Gunamardi, Ivan Tjuawinata et al. · 0 citations

#natural language process... Preprint Sep 2026

Selective Knowledge Edit Reversal via Gated Singular Vector Shrinkage

Results suggest that different edits are sparsely encoded within dominant singular components and can be separable when the number of edits is moderate, making selective spectral reversal a promising direction for locating edit-specific components and repairing edited language models.

Wei-Feng Jiang, Rui-Rui Chen, Qian-Ren Mao et al. · 0 citations