IW-ViT: Independence-Driven Weighting Vision Transformer for out-of-distribution generalization

W Liu, H Yu, YJ Wang, B Liu, D Tao, H Chen - Pattern Recognition, 2025 - Elsevier
Vision Transformer has shown excellent performance in various computer vision
applications under the independently and identically distributed assumption. However, if the …

STMS: An Out-Of-Distribution Model Stealing Method Based on Causality

Y Yang, X Chen, Z Zhao, Y Xuan… - … Joint Conference on …, 2024 - ieeexplore.ieee.org
Machine learning, particularly deep learning, is extensively applied in various real-life
scenarios. However, recent research has highlighted the severe infringement of privacy and …