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Qi-Zhou Wang

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#machine learning Preprint Sep 2026

UnlearningSoup: Is Repeated Tuning Necessary for Large Language Model Unlearning?

Large language models trained on vast corpora inherently risk memorizing harmful content that may later re-emerge in their outputs. To mitigate this issue, existing unlearning methods typically rely on training-based parameter updates, such as gradient ascent and its variants, to delete targeted content while preservin...

Pu-Ning Yang, Qi-Zhou Wang, Jun-Chi Yu et al. · 0 citations
Sep 2026

Enhancing Practical Domain Generalization via Partially Shared Features.

Domain Generalization (DG) aims to enhance the performance of models trained on source domains when applied to out-of-distribution (OOD) domains. Traditional DG approaches typically rely on the causal model that assumes the observed data in each domain is generated by shared semantic variables, along with domain-specif...

Zengmao Wang, Qi-Zhou Wang, Chao-Yang Zhou et al. · 0 citations

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