2 papers
cs.CV2026
NLPrompt: Noise-Label Prompt Learning for Vision-Language Models
Bikang Pan, Qun Li, Xiaoying Tang +6
The emergence of vision-language foundation models, such as CLIP, has revolutionized image-text representation, enabling a broad range of applications via prompt learning. Despite…
cs.LG2024
Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method
Bikang Pan, Wei Huang, Ye Shi
Integrating pretrained vision-language foundation models like CLIP into federated learning has attracted significant attention for enhancing generalization across diverse tasks. Ty…