2 citations · 2 across the 4 of their papers we have counts for
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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…
Universal Domain Adaptation Benchmark for Time Series Data Representation
Romain Mussard, Fannia Pacheco, Maxime Berar +2
Deep learning models have significantly improved the ability to detect novelties in time series (TS) data. This success is attributed to their strong representation capabilities. H…
Deep Joint Distribution Optimal Transport for Universal Domain Adaptation on Time Series
Romain Mussard, Fannia Pacheco, Maxime Berar +2
Universal Domain Adaptation (UniDA) aims to transfer knowledge from a labeled source domain to an unlabeled target domain, even when their classes are not fully shared. Few dedicat…