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#artificial intelligence Preprint Sep 2026

The Devil is in the Spectrum Bias: Spectrum-Balanced Feature Matching for Robust Representation Distillation

Spectrum-Balanced Feature Matching, SpecMatch, a simple objective that adaptively emphasizes under-optimized spectral directions while preserving the relative importance of dominant directions is proposed, which improves downstream adaptation across diverse tasks, including image classification, anomaly detection, medi...

Kuniaki Saito, Y. Ushiku · 0 citations

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