Author

Joey Tianyi Zhou

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Preprint Aug 2026

Reliable Neural Collapse Approximation for Open-World Test-Time Adaptation

A new method named Reliable Neural Collapse approximation (ReNC) for Open-World Test-Time Adaptation (OWTTA) is introduced, leveraging neural collapse as a structural prior for reliable target-domain adaptation.

Jia-Qi Lin, Yuangang Pan, Chang-Ran Wang et al. · 0 citations

Conference Open access Sep 2026

Unrestricted Targeted Deep Hashing Attack via Contrastive Latent Diffusion

UTDHA is proposed, the first unrestricted targeted attack for deep hashing models using contrastive-guided latent diffusion and outperforms existing targeted adversarial attack baselines for deep hashing models in both attack effectiveness and imperceptibility.

Fan Yang, Chuanchuan Ma, Yuhui Zheng et al. · Proceedings of the Thirty-Fi... · 0 citations