Author

Nan-Nan Wang

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Preprint Sep 2026

PAPT++: Risk-Aware Adversarial Tuning and Generation for Single Domain Generalization

Single domain generalization (SDG) aims to learn a model from one labeled source domain that generalizes to unseen target domains. A common strategy is to enrich the source distribution with augmented or generated samples, and recent text-to-image (T2I) diffusion models provide a strong generative prior for this purpos...

Zhi-Peng Xu, De Cheng, Xinyang Jiang et al. · 0 citations

Aug 2026

Continual Low-Rank Adaptation Via Cumulative Unified Optimization.

This work reformulates LoRA-based CL as a consistent feature mapping problem that mimics the behavior of the joint-training upper bound, wherein a unified adaptation parameter matrix is learned to simultaneously capture the input-output relationships established by all task-specific LoRAs.

Yue Lu, Shizhou Zhang, De Cheng et al. · IEEE Transactions on Pattern... · 0 citations