A Novel DenseNet-based Deep Reinforcement Framework for Portfolio Management. - Ruoyi Gao; Fengchen Gu; Ruoyu Sun 007; Angelos Stefanidis; Xiaotian Ren; Jionglong Su (CyberC, 2022)

Ghost Expectation Point with Deep Reinforcement Learning in Financial Portfolio Management. - Xuting Yang; Ruoyu Sun 007; Xiaotian Ren; Angelos Stefanidis; Fengchen Gu; Jionglong Su (CyberC, 2022)

MDAEN: Multi-Dimensional Attention-based Ensemble Network in Deep Reinforcement Learning Framework for Portfolio Management. - Ruiyu Zhang; Xiaotian Ren; Fengchen Gu; Angelos Stefanidis; Ruoyu Sun 007; Jionglong Su (CyberC, 2022)

Inculcating Morality in Machines...Applying Machine Ethics in the Creation of Ethically Intelligent Robots: The Case Study of Xiaoice. - Yue Xi; Samiullah Paracha; Ruoyu Sun 007 (ICDL, 2023)

FinBPM: A Framework for Portfolio Management-based Financial Investor Behavior Perception Model. - Zhilu Zhang; Procheta Sen; Zimu Wang; Ruoyu Sun 007; Zhengyong Jiang; Jionglong Su (EACL (1), 2024)

Dual Core Portfolio Strategy: A Deep RL & Multi-Agent Portfolio Strategy. - Xiangyu Cui; Ruoyu Sun 007; Mian Zhou; Jionglong Su; Chengyu Wang 005; Zhengyong Jiang (ICMML, 2024)

Portfolio analysis with mean-CVaR and mean-CVaR-skewness criteria based on mean-variance mixture models. - Nuerxiati Abudurexiti; Kai He; Dongdong Hu; Svetlozar T. Rachev; Hasanjan Sayit; Ruoyu Sun 007 (Ann. Oper. Res., 2024)

Combining transformer based deep reinforcement learning with Black-Litterman model for portfolio optimization. - Ruoyu Sun 007; Angelos Stefanidis; Zhengyong Jiang; Jionglong Su (Neural Comput. Appl., 2024)

Deep Reinforcement Learning-Based Portfolio Optimization with Black-Litterman Model Under Elliptical Distributions. - Daniil Mikriukov; Ruoyu Sun 007; Zhengyong Jiang (ICIC (15), 2025)

Time series is not enough: Financial Transformer Reinforcement Learning for portfolio management. - Xiaotian Ren; Ruoyu Sun 007; Zhengyong Jiang; Angelos Stefanidis; Hongbin Liu 007; Jionglong Su (Neurocomputing, 2025)

A novel multi-agent dynamic portfolio optimization learning system based on hierarchical deep reinforcement learning. - Ruoyu Sun 007; Yue Xi; Angelos Stefanidis; Zhengyong Jiang; Jionglong Su (CoRR, 2025)

Factor-MCLS: Multi-agent learning system with reward factor matrix and multi-critic framework for dynamic portfolio optimization. - Ruoyu Sun 007; Angelos Stefanidis; Zhengyong Jiang; Jionglong Su (CoRR, 2025)