Pessimistic Causal Reinforcement Learning with Mediators for Confounded Offline Data

no code implementations • 18 Mar 2024 • Danyang Wang, Chengchun Shi, Shikai Luo, Will Wei Sun

As a result, leveraging large observational datasets becomes a more attractive option for achieving high-quality policy learning.

reinforcement-learning Reinforcement Learning (RL) +1

SUGAR: Spherical Ultrafast Graph Attention Framework for Cortical Surface Registration

no code implementations • 2 Jul 2023 • Jianxun Ren, Ning An, Youjia Zhang, Danyang Wang, Zhenyu Sun, Cong Lin, Weigang Cui, Weiwei Wang, Ying Zhou, Wei zhang, Qingyu Hu, Ping Zhang, Dan Hu, Danhong Wang, Hesheng Liu

Cortical surface registration plays a crucial role in aligning cortical functional and anatomical features across individuals.

Computational Efficiency Data Augmentation +1

Brain Image Synthesis With Unsupervised Multivariate Canonical CSCl4Net

no code implementations • CVPR 2021 • Yawen Huang, Feng Zheng, Danyang Wang, Weilin Huang, Matthew R. Scott, Ling Shao

Recent advances in neuroscience have highlighted the effectiveness of multi-modal medical data for investigating certain pathologies and understanding human cognition.

Image Generation

Brain Image Synthesis with Unsupervised Multivariate Canonical CSC$\ell_4$Net

no code implementations • 22 Mar 2021 • Yawen Huang, Feng Zheng, Danyang Wang, Weilin Huang, Matthew R. Scott, Ling Shao

Recent advances in neuroscience have highlighted the effectiveness of multi-modal medical data for investigating certain pathologies and understanding human cognition.

Image Generation