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cs.LG2026
Missing-Data-Induced Phase Transitions in Spectral Partial Least Squares
Anders Gjølbye, Ida Kargaard, Emma Kargaard +3
Spectral partial least squares (PLS-SVD) estimates the directions shared by two views of the same samples. We analyze it using a rank-one regression model, with entries of both vie…
cs.LG2024★ 1 cited
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization
Gustav Wagner Zakarias, Lars Kai Hansen, Zheng-Hua Tan
Models initialized from self-supervised pretraining may suffer from poor alignment with downstream tasks, reducing the extent to which subsequent fine-tuning can adapt pretrained f…