Graduate student researcher

Yongshuai Liu

Graduate Student Researcher

AIFS publications

6 publications

AIFS publications

Journal Article · Applied Intelligence · 2025
Adventurer: Exploration with BiGAN for Deep Reinforcement Learning
Liu, Yongshuai and Xin Liu
Paper page for Adventurer: exploration with BiGAN for deep reinforcement learning Project for Adventurer: exploration with BiGAN for deep reinforcement learning DOI 10.1007/s10489-025-06600-4
Conference Article · IEEE Transactions on Big Data · 2023
CLARA: A Constrained Reinforcement Learning Based Resource Allocation Framework for Network Slicing
Liu, Yongshuai, Jiaxin Ding, Zhi-Li Zhang, and Xin Liu
Project for CLARA: A Constrained Reinforcement Learning Based Resource Allocation Framework for Network Slicing DOI 10.1109/BigData52589.2021.9671840
Workshop Article · AAAI Workshop on AI for Agriculture and Food Systems · 2023
Constrained Reinforcement Learning for Autonomous Farming: Challenges and Opportunities
Liu, Yongshuai, Taeyeong Choi, and Xin Liu
Paper page for Constrained Reinforcement Learning for Autonomous Farming: Challenges and Opportunities Project for Constrained Reinforcement Learning for Autonomous Farming: Challenges and Opportunities
Conference Article · Asian Conference on Machine Learning · 2021
CTS2: Time Series Smoothing with Constrained Reinforcement Learning
Liu, Yongshuai and Xin Liu
Paper page for CTS2: Time Series Smoothing with Constrained Reinforcement Learning Project for CTS2: Time Series Smoothing with Constrained Reinforcement Learning
Conference Article · International Joint Conference on Artificial Intelligence · 2021
Policy Learning with Constraints in Model-free Reinforcement Learning: A Survey
Liu, Yongshuai, Avishai Halev, and Xin Liu
Project for Policy Learning with Constraints in Model-free Reinforcement Learning: A Survey DOI 10.24963/ijcai.2021/614
Conference Article · IFIP Networking Conference · 2021
Resource Allocation Method for Network Slicing Using Constrained Reinforcement Learning
Liu, Yongshuai, Jiaxin Ding, and Xin Liu
Project for Resource Allocation Method for Network Slicing Using Constrained Reinforcement Learning DOI 10.23919/IFIPNetworking52078.2021.9472202

Back to the team

Yongshuai Liu

AIFS publications

Adventurer: Exploration with BiGAN for Deep Reinforcement Learning

CLARA: A Constrained Reinforcement Learning Based Resource Allocation Framework for Network Slicing

Constrained Reinforcement Learning for Autonomous Farming: Challenges and Opportunities

CTS2: Time Series Smoothing with Constrained Reinforcement Learning

Policy Learning with Constraints in Model-free Reinforcement Learning: A Survey

Resource Allocation Method for Network Slicing Using Constrained Reinforcement Learning