BiasFlow: Geometric Monitoring and Backbone Regularization for Spurious Feature Reliance
BiasFlow regularizes backbone centroids, lifting worst-group accuracy by up to 26 points on UrbanCars.
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FairRSFM: A Biome-Aware Benchmark and Debiasing Framework for Remote Sensing Foundation Models
FairRSFM finds biome-level accuracy gaps in remote-sensing foundation models that aggregate scores hide.