no code implementations • 8 Apr 2024 • Hong Ye Tan, Ziruo Cai, Marcelo Pereyra, Subhadip Mukherjee, Junqi Tang, Carola-Bibiane Schönlieb
Unsupervised learning is a training approach in the situation where ground truth data is unavailable, such as inverse imaging problems.
1 code implementation • 17 Apr 2023 • Ziruo Cai, Junqi Tang, Subhadip Mukherjee, Jinglai Li, Carola Bibiane Schönlieb, Xiaoqun Zhang
Bayesian methods for solving inverse problems are a powerful alternative to classical methods since the Bayesian approach offers the ability to quantify the uncertainty in the solution.
no code implementations • ICLR 2018 • Chen Wang, Xiangyu Chen, Zelin Ye, Jialu Wang, Ziruo Cai, Shixiang Gu, Cewu Lu
However, tasks with sparse rewards remain challenging when the state space is large.