no code implementations • 9 May 2024 • Xulu Zhang, Xiao-Yong Wei, WengYu Zhang, Jinlin Wu, Zhaoxiang Zhang, Zhen Lei, Qing Li
This paper offers a comprehensive survey of PCS, with a particular focus on the diffusion models.
1 code implementation • 22 Mar 2024 • Xulu Zhang, WengYu Zhang, Xiao-Yong Wei, Jinlin Wu, Zhaoxiang Zhang, Zhen Lei, Qing Li
The primary challenge in conducting active learning on generative models lies in the open-ended nature of querying, which differs from the closed form of querying in discriminative models that typically target a single concept.
no code implementations • 22 Mar 2024 • Changmeng Zheng, Dayong Liang, WengYu Zhang, Xiao-Yong Wei, Tat-Seng Chua, Qing Li
The study addresses two key challenges: the trivialization of opinions resulting from excessive summarization and the diversion of focus caused by distractor concepts introduced from images.