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cs.LG2026
A Comprehensive Benchmark of Source-Free Universal Domain Adaptation on Time Series Representations
Romain Mussard, Fannia Pacheco, Maxime Berar +2
Source-Free Universal Domain Adaptation (SF-UniDA) extends Universal Domain Adaptation by removing access to source data at adaptation time while still handling label-set mismatche…
cs.CV2026
Spectral-Spatial Contrastive Learning Framework for Regression on Hyperspectral Data
Mohamad Dhaini, Paul Honeine, Maxime Berar +1
Contrastive learning has demonstrated great success in representation learning, especially for image classification tasks. However, there is still a shortage in studies targeting r…