Author

James Bailey

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Jul 2026

GeoDetect: Geometric Adversarial Detection for VLPs

Theoretical analysis shows that under this anisotropic structure, adversarial attacks increase the expected geometric separation between clean and adversarial examples (AEs), and proposes GeoDetect, which leverages these off-manifold deviations via geometric scores to identify AEs.

Afsaneh Hasanebrahimi, Hanxun Huang, Christopher Leckie et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

Denoising-Aware Inversion: Revealing Privacy Risks in Noise-Protected Text Embeddings

DAEI is proposed, a denoising-aware embedding inversion pipeline that combines a residual denoising autoencoder with generative text inversion where the denoiser is trained in an unsupervised manner using Stein's unbiased risk estimate to enable denoising from noisy observations alone.

Yubo Wang, Shujie Cui, James Bailey et al. · 0 citations