2 papers
cs.LG2025
Generalization analysis of an unfolding network for analysis-based Compressed Sensing
Vicky Kouni, Yannis Panagakis
Unfolding networks have shown promising results in the Compressed Sensing (CS) field. Yet, the investigation of their generalization ability is still in its infancy. In this paper,…
cs.LG2025
How to warm-start your unfolding network
Vicky Kouni
We present a new ensemble framework for boosting the performance of overparameterized unfolding networks solving the compressed sensing problem. We combine a state-of-the-art overp…