no code implementations • 7 Nov 2022 • Jiahang Cao, Jinyuan Fang, Zaiqiao Meng, Shangsong Liang
Particularly, we build a fine-grained classification to categorise the models based on three mathematical perspectives of the representation spaces: (1) Algebraic perspective, (2) Geometric perspective, and (3) Analytical perspective.
no code implementations • NeurIPS 2021 • Jinyuan Fang, Qiang Zhang, Zaiqiao Meng, Shangsong Liang
Gaussian Processes (GPs) define distributions over functions and their generalization capabilities depend heavily on the choice of kernels.
no code implementations • NeurIPS 2021 • Qiang Zhang, Jinyuan Fang, Zaiqiao Meng, Shangsong Liang, Emine Yilmaz
Conventional meta-learning considers a set of tasks from a stationary distribution.
1 code implementation • NeurIPS 2019 • Zaiqiao Meng, Shangsong Liang, Jinyuan Fang, Teng Xiao
Deep generative models (DGMs) have achieved remarkable advances.