no code implementations • 22 Apr 2024 • Juncheng Yang, Zuchao Li, Shuai Xie, Wei Yu, Shijun Li
Domain generalization faces challenges due to the distribution shift between training and testing sets, and the presence of unseen target domains.
no code implementations • 19 Apr 2024 • Juncheng Yang, Zuchao Li, Shuai Xie, WeiPing Zhu, Wei Yu, Shijun Li
While some methods overcome the need for training by leveraging image modality cache and retrieval, they overlook the text modality's importance and cross-modal cues for the efficient adaptation of parameters in visual-language models.
no code implementations • 6 Apr 2024 • Juncheng Yang, Zuchao Li, Shuai Xie, Wei Yu, Shijun Li, Bo Du
It is a step-by-step linear reasoning process that adjusts the length of the chain to improve the performance of generated prompts.