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cs.CV2025
Domain Generalization in-the-Wild: Disentangling Classification from Domain-Aware Representations
Ha Min Son, Zhe Zhao, Shahbaz Rezaei +1
Evaluating domain generalization (DG) for foundational models like CLIP is challenging, as web-scale pretraining data potentially covers many existing benchmarks. Consequently, cur…
cs.CV2025
FixCLR: Negative-Class Contrastive Learning for Semi-Supervised Domain Generalization
Ha Min Son, Shahbaz Rezaei, Xin Liu
Semi-supervised domain generalization (SSDG) aims to solve the problem of generalizing to out-of-distribution data when only a few labels are available. Due to label scarcity, appl…
cs.LG2025
On the Necessity of Multi-Domain Explanation: An Uncertainty Principle Approach for Deep Time Series Models
Shahbaz Rezaei, Avishai Halev, Xin Liu
A prevailing approach to explain time series models is to generate attribution in time domain. A recent development in time series XAI is the concept of explanation spaces, where a…