Digital therapeutics in cancer management and the emerging role of digital phenotyping.

Zelei Liu

Bicong Cong Bingru Xu Xuchen Chen Yangming Ou Xiang Li Kevin Liu Shaohan Zhang Chunyu Fu Junxiang Fan Zelei Liu Shichun Jin Guoqi Li Zihao Qi Beiyuan Hu Tingting Kong Yan Zheng Xue-Jun Kong Jiang Long Digital therapeutics in cancer management and the emerging role of digital phenotyping. 2026 103502 94 Displays https://doi.org/10.1016/j.displa.2026.103502 db/journals/displays/displays94.html#CongXCOLLZFFLJLQHKZKL26 streams/journals/displays

Sheng Liang Songwen Pei Chunhua Gu Liu Yang Zelei Liu Lixin Fan Xin Yang FedACE: A Federated Adaptive Components Exfoliation method for medical image segmentation in non-IID scenarios. 129215 2026 297 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.129215 db/journals/eswa/eswa297.html#LiangPGYLFY26 streams/journals/eswa

Yuwei Fan Yuan Yao 0011 Wei Xi 0003 Quan Zhao Zelei Liu Lixin Fan Qiang Yang 0001 Jian Jin FedPRS: A Privacy-preserving Representation Synthesis Framework for Federated Contribution Evaluation. 2026 February 19:1-19:24 17 ACM Trans. Intell. Syst. Technol. 1 https://doi.org/10.1145/3779055 db/journals/tist/tist17.html#FanYXZLFYJ26 streams/journals/tist

Jiejun Hu-Bolz Martin J. Reed Kai Zhang Zelei Liu Juncheng Hu Federated data acquisition market: Architecture and a mean-field based data pricing strategy. 2025 100232 5 High Confid. Comput. 1 https://doi.org/10.1016/j.hcc.2024.100232 db/journals/hcc/hcc5.html#HuBolzRZLH25 streams/journals/hcc

Qi Ye 0004 Guangya Yu Jingping Liu Erzhen Chen Chenjie Dong Xiaosheng Lin Zelei Liu Han Yu 0001 Tong Ruan IMQC: A Large Language Model Platform for Medical Quality Control. 28810-28818 2025 AAAI https://doi.org/10.1609/aaai.v39i28.35145 conf/aaai/2025 db/conf/aaai/aaai2025.html#YeYLCDLL0R25 Haozhe Zhang Junjie Pang Yan Huang Zhenzhen Xie Zelei Liu FedBridgeICL: Federated Bridging of Small and Large Models for In-Context Learning. 1-10 2025 WASA (3) https://doi.org/10.1007/978-981-96-8731-2_1 conf/wasa/2025-3 db/conf/wasa/wasa2025-3.html#ZhangPHXL25 streams/conf/wasa Zengxiang Li Zhaoxiang Hou Hui Liu Tongzhi Li Chengyi Yang Ying Wang 0086 Chao Shi Longfei Xie Weishan Zhang Liang Xu 0009 Zelei Liu Federated Learning in Large Model Era: Vision-Language Model for Smart City Safety Operation Management. 1578-1585 2024 WWW (Companion Volume) https://doi.org/10.1145/3589335.3651939 https://www.wikidata.org/entity/Q130801139 conf/www/2024c db/conf/www/www2024c.html#LiHLLYWSXZ0L24

Zelei Liu Yuanyuan Chen 0012 Yansong Zhao Han Yu 0001 Yang Liu 0165 Renyi Bao Jinpeng Jiang Zaiqing Nie Qian Xu 0005 Qiang Yang 0001 CAreFL: Enhancing smart healthcare with Contribution-Aware Federated Learning. 4-15 2023 March 44 AI Mag. 1 https://doi.org/10.1002/aaai.12082 db/journals/aim/aim44.html#LiuCZYLBJNXY23

Yuanyuan Chen 0012 Zichen Chen Sheng Guo Yansong Zhao Zelei Liu Pengcheng Wu Chengyi Yang Zengxiang Li Han Yu 0001 Efficient Training of Large-Scale Industrial Fault Diagnostic Models through Federated Opportunistic Block Dropout. 15485-15493 2023 AAAI https://doi.org/10.1609/aaai.v37i13.26836 conf/aaai/2023 db/conf/aaai/aaai2023.html#ChenCGZLWYLY23 Yuxin Shi Zelei Liu Zhuan Shi Han Yu 0001 Fairness-Aware Client Selection for Federated Learning. 324-329 2023 ICME https://doi.org/10.1109/ICME55011.2023.00063 conf/icmcs/2023 db/conf/icmcs/icme2023.html#ShiLSY23

Yuanyuan Chen 0012 Zichen Chen Sheng Guo Yansong Zhao Zelei Liu Pengcheng Wu Chengyi Yang Zengxiang Li Han Yu 0001 Efficient Training of Large-scale Industrial Fault Diagnostic Models through Federated Opportunistic Block Dropout. 2023 abs/2302.11485 CoRR https://doi.org/10.48550/arXiv.2302.11485 db/journals/corr/corr2302.html#abs-2302-11485

Yuxin Shi Zelei Liu Zhuan Shi Han Yu 0001 Fairness-Aware Client Selection for Federated Learning. 2023 abs/2307.10738 CoRR https://doi.org/10.48550/arXiv.2307.10738 db/journals/corr/corr2307.html#abs-2307-10738

Zengxiang Li Zhaoxiang Hou Hui Liu Ying Wang 0086 Tongzhi Li Longfei Xie Chao Shi Chengyi Yang Weishan Zhang Zelei Liu Liang Xu 0009 Federated Learning in Big Model Era: Domain-Specific Multimodal Large Models. 2023 abs/2308.11217 CoRR https://doi.org/10.48550/arXiv.2308.11217 db/journals/corr/corr2308.html#abs-2308-11217

Zelei Liu Yuanyuan Chen 0012 Han Yu 0001 Yang Liu 0165 Lizhen Cui 0001 GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning. 60:1-60:21 2022 13 ACM Trans. Intell. Syst. Technol. 4 https://doi.org/10.1145/3501811 db/journals/tist/tist13.html#LiuCYLC22

Zelei Liu Yuanyuan Chen 0012 Yansong Zhao Han Yu 0001 Yang Liu 0165 Renyi Bao Jinpeng Jiang Zaiqing Nie Qian Xu 0005 Qiang Yang 0001 Contribution-Aware Federated Learning for Smart Healthcare. 12396-12404 2022 AAAI https://doi.org/10.1609/aaai.v36i11.21505 conf/aaai/2022 db/conf/aaai/aaai2022.html#LiuCZY0BJNX022

Zelei Liu Yuanyuan Chen 0012 Han Yu 0001 Yang Liu 0165 Lizhen Cui GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning. 2021 abs/2109.02053 CoRR https://arxiv.org/abs/2109.02053 db/journals/corr/corr2109.html#abs-2109-02053

Han Yu 0001 Zelei Liu Yang Liu 0165 Tianjian Chen Mingshu Cong Xi Weng Dusit Niyato Qiang Yang 0001 A Sustainable Incentive Scheme for Federated Learning. 58-69 2020 35 IEEE Intell. Syst. 4 https://doi.org/10.1109/MIS.2020.2987774 db/journals/expert/expert35.html#YuLLCCWNY20

Zichao Deng Anqi Tu Zelei Liu Han Yu 0001 Efficient Spatial-Temporal Rebalancing of Shareable Bikes (Student Abstract). 13775-13776 2020 AAAI https://doi.org/10.1609/aaai.v34i10.7159 conf/aaai/2020 db/conf/aaai/aaai2020.html#DengTLY20 Han Yu 0001 Zelei Liu Yang Liu 0165 Tianjian Chen Mingshu Cong Xi Weng Dusit Niyato Qiang Yang 0001 A Fairness-aware Incentive Scheme for Federated Learning. 393-399 2020 AIES https://doi.org/10.1145/3375627.3375840 conf/aies/2020 db/conf/aies/aies2020.html#0001LLCCWNY20 Kang Loon Ng Zichen Chen Zelei Liu Han Yu 0001 Yang Liu 0165 Qiang Yang 0001 A Multi-player Game for Studying Federated Learning Incentive Schemes. 5279-5281 2020 Demo IJCAI https://doi.org/10.24963/ijcai.2020/769 conf/ijcai/2020 db/conf/ijcai/ijcai2020.html#NgCLYLY20 Yuan Liu 0002 Zhengpeng Ai Shuai Sun Shuangfeng Zhang Zelei Liu Han Yu 0001 FedCoin: A Peer-to-Peer Payment System for Federated Learning. 125-138 2020 series/lncs/12500 Federated Learning https://doi.org/10.1007/978-3-030-63076-8_9 db/series/lncs/lncs12500.html#LiuASZLY20 Zichen Chen Zelei Liu Kang Loon Ng Han Yu 0001 Yang Liu 0165 Qiang Yang 0001 A Gamified Research Tool for Incentive Mechanism Design in Federated Learning. 168-175 2020 series/lncs/12500 Federated Learning https://doi.org/10.1007/978-3-030-63076-8_12 db/series/lncs/lncs12500.html#ChenLNYLY20

Yuan Liu 0002 Shuai Sun Zhengpeng Ai Shuangfeng Zhang Zelei Liu Han Yu 0001 FedCoin: A Peer-to-Peer Payment System for Federated Learning. 2020 abs/2002.11711 CoRR https://arxiv.org/abs/2002.11711 db/journals/corr/corr2002.html#abs-2002-11711

Zelei Liu Han Yu 0001 Leye Wang Liang Hu 0001 Qiang Yang 0001 Ethically Aligned Mobilization of Community Effort to Reposition Shared Bikes. 9983-9984 2019 AAAI https://doi.org/10.1609/aaai.v33i01.33019983 conf/aaai/2019 db/conf/aaai/aaai2019.html#LiuYWHY19 Zelei Liu Han Yu 0001 Leye Wang Liang Hu 0001 Qiang Yang 0001 Social Mobilization to Reposition Indiscriminately Parked Shareable Bikes. 2099-2101 2019 AAMAS http://dl.acm.org/citation.cfm?id=3332023 conf/atal/2019 db/conf/atal/aamas2019.html#LiuYWHY19

Zelei Liu Liang Hu 0001 Chunyi Wu 0002 Yan Ding 0001 Quangang Wen Jia Zhao 0003 A novel process-based association rule approach through maximal frequent itemsets for big data processing. 414-424 2018 81 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2017.08.017 db/journals/fgcs/fgcs81.html#LiuHWDWZ18

Zelei Liu Liang Hu 0001 Chunyi Wu 0002 Yan Ding 0001 Jia Zhao 0003 A novel trajectory similarity-based approach for location prediction. 2016 12 Int. J. Distributed Sens. Networks 11 https://doi.org/10.1177/1550147716678426 db/journals/ijdsn/ijdsn12.html#LiuHWDZ16

Zhengpeng Ai Renyi Bao Erzhen Chen Tianjian Chen Xuchen Chen Yuanyuan Chen 0012 Zichen Chen Bicong Cong Mingshu Cong Li-Zhen CuiLizhen Cui Li-Zhen Cui 0001Lizhen Cui 0001 Zichao Deng Yan Ding 0001 Chenjie Dong Junxiang Fan Lixin Fan Yuwei Fan Chunyu Fu Chunhua Gu Sheng Guo Zhaoxiang Hou Beiyuan Hu Jiejun HuJiejun Hu-Bolz Juncheng Hu Liang Hu 0001 Yan Huang Jinpeng Jiang Jian Jin Shichun Jin Tingting Kong Xue-Jun Kong Guoqi Li Tongzhi Li Xiang Li Zengxiang Li Sheng Liang Xiaosheng Lin Hui Liu Jingping Liu Kevin Liu Yang Liu 0165 Yuan Liu 0002 Jiang Long Kang Loon Ng Zaiqing Nie Dusit Niyato Yangming Ou Junjie Pang Songwen Pei Zihao Qi Martin J. Reed Tong Ruan Chao Shi Yuxin Shi Zhuan Shi Shuai Sun Anqi Tu Leye Wang Ying Wang 0086 Quangang Wen Xi Weng Chunyi Wu 0002 Pengcheng Wu Wei Xi 0003 Longfei Xie Zhenzhen Xie Bingru Xu Liang Xu 0009 Qian Xu 0005 Chengyi Yang Liu Yang Qiang Yang 0001 Xin Yang Yuan Yao 0011 Qi Ye 0004 Guangya Yu Han Yu 0001 Haozhe Zhang Kai Zhang Shaohan Zhang Shuangfeng Zhang Weishan Zhang Jia Zhao 0003 Quan Zhao Yansong Zhao Yan Zheng