no code implementations • 16 May 2024 • Yu Gui, Ying Jin, Zhimei Ren
Given any pre-trained model and new units with model-generated outputs, Conformal Alignment leverages a set of reference data with ground-truth alignment status to train an alignment predictor.
no code implementations • 6 Jun 2023 • Yu Gui, Cong Ma, Yiqiao Zhong
Firstly, through empirical and theoretical analysis, we identify two crucial effects -- expansion and shrinkage -- induced by the contrastive loss on the projectors.
no code implementations • 13 Oct 2020 • Xin Xing, Yu Gui, Chenguang Dai, Jun S. Liu
Deep neural networks (DNNs) have become increasingly popular and achieved outstanding performance in predictive tasks.