3 papers
cs.LG2026
Missing-Data-Induced Phase Transitions in Spectral PLS for Multimodal Learning
Anders Gjølbye, Ida Kargaard, Emma Kargaard +2
Partial Least Squares (PLS) learns shared structure from paired data via the top singular vectors of the empirical cross-covariance (PLS-SVD), but multimodal datasets often have mi…
cs.LG2026
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…
cs.CL2025
Danoliteracy of Generative Large Language Models
Søren Vejlgaard Holm, Lars Kai Hansen, Martin Carsten Nielsen
The language technology moonshot moment of Generative Large Language Models (GLLMs) was not limited to English: These models brought a surge of technological applications, investme…