2024
Deep Into the Domain Shift: Transfer Learning Through Dependence Regularization.
IEEE Trans. Neural Networks Learn. Syst., October, 2024

On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective.
IEEE Data Eng. Bull., 2024

SpecFormer: Guarding Vision Transformer Robustness via Maximum Singular Value Penalization.
Proceedings of the Computer Vision - ECCV 2024, 2024

2023
FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning.
IEEE Data Eng. Bull., 2023

Frustratingly Easy Model Generalization by Dummy Risk Minimization.
CoRR, 2023

Improving Generalization of Adversarial Training via Robust Critical Fine-Tuning.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

2022
A Unified Domain Adaptation Framework with Distinctive Divergence Analysis.
Trans. Mach. Learn. Res., 2022