Evolutionary reinforcement learning for explainable recommendation on knowledge graph.

Xiuze Zhou https://orcid.org/0000-0002-0717-6936

Yuanguo Lin Hong Chen Xiuze Zhou Wei Zhang 0252 Huanyu You Fan Lin Pengcheng Wu Evolutionary reinforcement learning for explainable recommendation on knowledge graph. 114380 2026 188 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2025.114380 db/journals/asc/asc188.html#LinCZZYLW26 streams/journals/asc

Kangkang Li 0001 Rongxuan Wei Xiuze Zhou Jiaming Lan Yu Luo MAGNet: Bridging global graph context with customized tail-biased sampling for recommendation. 2026 133474 682 Neurocomputing https://doi.org/10.1016/j.neucom.2026.133474 db/journals/ijon/ijon682.html#LiWZLL26 streams/journals/ijon

Lifan Chen Wei Ding Jingwen Yang Xiuze Zhou Jingan Chen Fan Lin Cogito: A Cognitive Agentic Framework Driven by Dynamic Graph of Thoughts for Financial Report Generation. 8846-8860 2026 ACL (Findings) https://aclanthology.org/2026.findings-acl.430/ conf/acl/2026f db/conf/acl/acl2026f.html#ChenDYZCL26

Hong Chen Pengcheng Wu Yuanguo Lin Peilin Zhao Xiuze Zhou Fan Lin Han Yu Federated Nested Learning: Collaborative Training of Self-Referential Memories for Test-Time Adaptation. 2026 May abs/2605.16350 CoRR https://doi.org/10.48550/arXiv.2605.16350 db/journals/corr/corr2605.html#abs-2605-16350 streams/journals/corr

Xinyu Gu Khay Wai See Xiuze Zhou Deep Learning for Time Series Prediction of Strata Pressure in Coal Mining. 124068-124085 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3589493 db/journals/access/access13.html#GuSZ25 streams/journals/access

Daoquan Chen Wei Zhang 0252 Shengyu Lu Yuanguo Lin Xinyu Gu Xiuze Zhou Layer-wise contrastive learning BERT for sentence representation of GitHub. 131504 2025 656 Neurocomputing https://doi.org/10.1016/j.neucom.2025.131504 db/journals/ijon/ijon656.html#ChenZLLGZ25 streams/journals/ijon

Kang Chen 0004 Xiuze Zhou Yuanguo Lin Shibo Feng Li Shen Pengcheng Wu A survey on privacy risks and protection in large language models. 2025 37 J. King Saud Univ. Comput. Inf. Sci. 7 https://doi.org/10.1007/s44443-025-00177-1 db/journals/jksucis/jksucis37.html#ChenZLFSW25 streams/journals/jksucis

Junzhuo Li Bo Wang Xiuze Zhou Peijie Jiang Jia Liu Xuming Hu Decoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis. 22431-22446 2025 ACL (1) https://doi.org/10.18653/v1/2025.acl-long.1093 https://aclanthology.org/2025.acl-long.1093/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#LiWZJLH25 Junzhuo Li Bo Wang Xiuze Zhou Xuming Hu Dynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation. 18478-18493 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.932 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#LiWZH25 streams/conf/emnlp Sisuo Lyu Xiuze Zhou Xuming Hu Multi-view Hypergraph-based Contrastive Learning Model for Cold-Start Micro-video Recommendation. 1-5 2025 ICASSP https://doi.org/10.1109/ICASSP49660.2025.10887695 conf/icassp/2025 db/conf/icassp/icassp2025.html#LyuZH25

Xiang Liu 0001 Zhenheng Tang Hong Chen Peijie Dong Zeyu Li Xiuze Zhou Bo Li 0001 Xuming Hu Xiaowen Chu 0001 Can LLMs Maintain Fundamental Abilities under KV Cache Compression? 2025 February abs/2502.01941 CoRR https://doi.org/10.48550/arXiv.2502.01941 db/journals/corr/corr2502.html#abs-2502-01941 streams/journals/corr

Kang Chen 0004 Xiuze Zhou Yuanguo Lin Shibo Feng Li Shen Pengcheng Wu A Survey on Privacy Risks and Protection in Large Language Models. 2025 May abs/2505.01976 CoRR https://doi.org/10.48550/arXiv.2505.01976 db/journals/corr/corr2505.html#abs-2505-01976 streams/journals/corr

Junzhuo Li Bo Wang Xiuze Zhou Peijie Jiang Jia Liu Xuming Hu Decoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis. 2025 May abs/2505.24593 CoRR https://doi.org/10.48550/arXiv.2505.24593 db/journals/corr/corr2505.html#abs-2505-24593 streams/journals/corr

Kang Chen 0004 Xiuze Zhou Yuanguo Lin Jinhe Su Yuanhui Yu Li Shen Fan Lin A Survey on Data Security in Large Language Models. 2025 August abs/2508.02312 CoRR https://doi.org/10.48550/arXiv.2508.02312 db/journals/corr/corr2508.html#abs-2508-02312 streams/journals/corr

Junzhuo Li Bo Wang Xiuze Zhou Xuming Hu Dynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation. 2025 September abs/2509.16882 CoRR https://doi.org/10.48550/arXiv.2509.16882 db/journals/corr/corr2509.html#abs-2509-16882 streams/journals/corr

Yuanguo Lin Wei Zhang 0252 Fan Lin Wenhua Zeng Xiuze Zhou Pengcheng Wu Knowledge-aware reasoning with self-supervised reinforcement learning for explainable recommendation in MOOCs. 4115-4132 2024 36 Neural Comput. Appl. 8 https://doi.org/10.1007/s00521-023-09257-7 db/journals/nca/nca36.html#LinZLZZW24

Sisuo Lyu Xiuze Zhou Xuming Hu Multi-view Hypergraph-based Contrastive Learning Model for Cold-Start Micro-video Recommendation. 2024 abs/2409.09638 CoRR https://doi.org/10.48550/arXiv.2409.09638 db/journals/corr/corr2409.html#abs-2409-09638 streams/journals/corr

Yujie Ding Shuai Jia Tianyi Ma Bingcheng Mao Xiuze Zhou Liuliu Li Dongming Han Integrating Stock Features and Global Information via Large Language Models for Enhanced Stock Return Prediction. 2023 abs/2310.05627 CoRR https://doi.org/10.48550/arXiv.2310.05627 db/journals/corr/corr2310.html#abs-2310-05627

Daoquan Chen Weicong Hong Xiuze Zhou Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries. 19621-19628 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3151975 db/journals/access/access10.html#ChenHZ22

Wei Zhang 0252 Yuanguo Lin Yong Liu 0020 Huanyu You Pengcheng Wu Fan Lin Xiuze Zhou Self-Supervised Reinforcement Learning with dual-reward for knowledge-aware recommendation. 109745 2022 131 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2022.109745 db/journals/asc/asc131.html#ZhangLLYWLZ22

Ming Chen Tianyi Ma Xiuze Zhou CoCNN: Co-occurrence CNN for recommendation. 116595 2022 195 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2022.116595 db/journals/eswa/eswa195.html#ChenMZ22

Xiujin Wu Wenhua Zeng Fan Lin Xiuze Zhou NeuRank: learning to rank with neural networks for drug-target interaction prediction. 567 2021 22 BMC Bioinform. 1 https://doi.org/10.1186/s12859-021-04476-y db/journals/bmcbi/bmcbi22.html#WuZLZ21

Ming Chen Yunhao Li Xiuze Zhou CoNet: Co-occurrence neural networks for recommendation. 308-314 2021 124 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2021.06.008 db/journals/fgcs/fgcs124.html#ChenLZ21

Ming Chen Xiuze Zhou DeepRank: Learning to rank with neural networks for recommendation. 106478 2020 209 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2020.106478 db/journals/kbs/kbs209.html#ChenZ20a

Kangkang Li 0001 Xiuze Zhou Fan Lin Wenhua Zeng Gil Alterovitz Deep Probabilistic Matrix Factorization Framework for Online Collaborative Filtering. 56117-56128 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2900698 db/journals/access/access7.html#LiZLZA19

Kangkang Li 0001 Xiuze Zhou Fan Lin Wenhua Zeng Beizhan Wang Gil Alterovitz Sparse online collaborative filtering with dynamic regularization. 535-548 2019 505 Inf. Sci. https://doi.org/10.1016/j.ins.2019.07.093 db/journals/isci/isci505.html#LiZLZWA19

Xiuze Zhou Weibo Shu Fan Lin Beizhan Wang Confidence-weighted bias model for online collaborative filtering. 1042-1053 2018 70 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2017.07.005 db/journals/asc/asc70.html#ZhouSLW18

Xiuze Zhou Shunxiang Wu The Biterm Author Topic in the Sentences Model for E-Mail Analysis. 1852-1859 2017 100-D IEICE Trans. Inf. Syst. 8 https://doi.org/10.1587/transinf.2016EDP7382 http://search.ieice.org/bin/summary.php?id=e100-d_8_1852 db/journals/ieicet/ieicet100d.html#ZhouW17

Fan Lin Xiuze Zhou Wenhua Zeng Sparse Online Learning for Collaborative Filtering. 248-258 2016 11 Int. J. Comput. Commun. Control 2 https://doi.org/10.15837/ijccc.2016.2.2144 db/journals/ijccc/ijccc11.html#LinZZ16

Xiuze Zhou Shunxiang Wu Rating LDA model for collaborative filtering. 135-143 2016 110 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2016.07.020 db/journals/kbs/kbs110.html#ZhouW16

Gil Alterovitz Daoquan Chen Hong Chen Jingan Chen Kang Chen 0004 Lifan Chen Ming Chen Xiaowen Chu 0001 Wei Ding Yujie Ding Peijie Dong Shibo Feng Xinyu Gu Dongming Han Weicong Hong Xuming Hu Shuai Jia Peijie Jiang Jiaming Lan Bo Li 0001 Junzhuo Li Kangkang Li 0001 Liuliu Li Yunhao Li Zeyu Li Fan Lin Yuanguo Lin Jia Liu Xiang Liu 0001 Yong Liu 0020 Shengyu Lu Yu Luo Sisuo Lyu Tianyi Ma Bingcheng Mao Khay Wai See Li Shen Weibo Shu Jinhe Su Zhenheng Tang Beizhan Wang Bo Wang Rongxuan Wei Pengcheng Wu Shunxiang Wu Xiujin Wu Jingwen Yang Huanyu You Han Yu Yuanhui Yu Wenhua Zeng Wei Zhang 0252 Peilin Zhao