3 papers
cs.LG2026
Bridging Domains through Subspace-Aware Model Merging
Levy Chaves, Chao Zhou, Rebekka Burkholz +2
Model merging integrates multiple task-specific models into a single consolidated one. Recent research has made progress in improving merging performance for in-distribution or mul…
cs.LG2025
Weight Weaving: Parameter Pooling for Data-Free Model Merging
Levy Chaves, Eduardo Valle, Sandra Avila
Model merging provides a cost-effective and data-efficient combination of specialized deep neural networks through parameter integration. This technique leverages expert models acr…
cs.CV2024
Are Explanations Helpful? A Comparative Analysis of Explainability Methods in Skin Lesion Classifiers
Rosa Y. G. Paccotacya-Yanque, Alceu Bissoto, Sandra Avila
Deep Learning has shown outstanding results in computer vision tasks; healthcare is no exception. However, there is no straightforward way to expose the decision-making process of…