Inversion-free method evaluated for high-dimensional image counterfactuals
On CelebA and ADNI, the authors compare inversion-based and inversion-free methods on effectiveness and identity preservation.
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Stories tagged #celeba
Paper accounts privacy loss during diffusion-model sampling
On CIFAR-10 and CelebA-64, loss rises sharply while semantic content forms, motivating hybrid denoisers.
Hide and Seek: HIDE Concepts to SEEK explanations for black box models
Hide and Seek attributes concepts in black-box vision models without weights or labeled concept datasets.
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.