Author

Jia-Qi Lin

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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

Preprint Aug 2026

PETA:Parameter-Efficient Test-Time Adaptation for Virtual Screening

This work forms the specialization of pretrained virtual screening models to individual pockets as a test-time adaptation problem and proposes PETA, a parameter-efficient framework that directly adapts pretrained model at test time and outperforms both pretrained and fully retrained baselines while updating only the La...

Jia-Qi Lin, Ying-Hua Yao, Chang-Ran Wang et al. · 0 citations