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A survey on cross-user federated recommendation
《Science China(Information Sciences)》2025年第4期3-28,共26页Enyue YANG Yudi XIONG Wei YUAN Weike PAN Qiang YANG Zhong MING 
supported by Basic Research Fund in Shenzhen Natural Science Foundation(Grant No.JCYJ20240813141441054);National Natural Science Foundation of China(Grant Nos.62461160311,62272315);National Key Research and Development Program of China(Grant No.2023YFF0725100)。
Recommender systems are effective in mitigating information overload,yet the centralized storage of user data raises significant privacy concerns.Cross-user federated recommendation(CUFR)provides a promising distribut...
关键词:cross-user federated recommendation federated recommendation federated learning recommender systems user privacy 
Intelligent integrated sensing and communication:a survey
《Science China(Information Sciences)》2025年第3期1-42,共42页Jifa ZHANG Weidang LU Chengwen XING Nan ZHAO Naofal AL-DHAHIR George K.KARAGIANNIDIS Xiaoniu YANG 
supported by National Natural Science Foundation of China(Grant Nos.U23A20271,62325103);Application and Fundamental Research Planning Project in Liaoning Province(Grant No.2023TH2/101300197)。
Integrated sensing and communication(ISAC)is a promising technique to increase spectral efficiency and support various emerging applications by sharing the spectrum and hardware between these functionalities.However,t...
关键词:artificial intelligence deep learning deep reinforcement learning federated learning generative artificial intelli-gence integrated sensing and communication machine learning transfer learning 
The rise and potential of large language model based agents:a survey被引量:3
《Science China(Information Sciences)》2025年第2期11-54,共44页Zhiheng XI Wenxiang CHEN Xin GUO Wei HE Yiwen DING Boyang HONG Ming ZHANG Junzhe WANG Senjie JIN Enyu ZHOU Rui ZHENG Xiaoran FAN Xiao WANG Limao XIONG Yuhao ZHOU Weiran WANG Changhao JIANG Yicheng ZOU Xiangyang LIU Zhangyue YIN Shihan DOU Rongxiang WENG Wenjuan QIN Yongyan ZHENG Xipeng QIU Xuanjing HUANG Qi ZHANG Tao GUI 
partially supported by National Natural Science Foundation of China(Grant No.62476061)。
For a long time,researchers have sought artificial intelligence(AI)that matches or exceeds human intelligence.AI agents,which are artificial entities capable of sensing the environment,making decisions,and taking acti...
关键词:natural language processing large language models LLM-based agents AI agents agent society 
Privacy-preserving explainable AI:a survey
《Science China(Information Sciences)》2025年第1期20-53,共34页Thanh Tam NGUYEN Thanh Trung HUYNH Zhao REN Thanh Toan NGUYEN Phi Le NGUYEN Hongzhi YIN Quoc Viet Hung NGUYEN 
supported by ARC Discovery Early Career Researcher Award(Grant No.DE200101465);ARC DP Project(Grant No.DP240101108).
As the adoption of explainable AI(XAI)continues to expand,the urgency to address its privacy implications intensifies.Despite a growing corpus of research in AI privacy and explainability,there is little attention on ...
关键词:privacy-preserving explainable AI privacy attacks privacy defences PrivEx PPXAI 
Perceptual video quality assessment:a survey
《Science China(Information Sciences)》2024年第11期16-72,共57页Xiongkuo MIN Huiyu DUAN Wei SUN Yucheng ZHU Guangtao ZHAI 
supported by National Natural Science Foundation of China(Grant Nos.62225112,62271312,62101326,62301316,62401365)。
Perceptual video quality assessment plays a vital role in the field of video processing due to the existence of quality degradations introduced in various stages of video signal acquisition,compression,transmission an...
关键词:video quality assessment human visual system subjective quality assessment objective quality assessment SURVEY 
Deep learning for code generation:a survey
《Science China(Information Sciences)》2024年第9期1-36,共36页Huangzhao ZHANG Kechi ZHANG Zhuo LI Jia LI Jia LI Yongmin LI Yunfei ZHAO Yuqi ZHU Fang LIU Ge LI Zhi JIN 
supported by National Natural Science Foundation of China(Grant Nos.62192733,62192731,61751210,62072007,61832009,62192730);supported by National Natural Science Foundation of China(Grant No.62302021)。
In the past decade,thanks to the powerfulness of deep-learning techniques,we have witnessed a whole new era of automated code generation.To sort out developments,we have conducted a comprehensive review of solutions t...
关键词:code generation automated software engineering deep learning large model artificial intelligence 
A survey of decision making in adversarial games被引量:1
《Science China(Information Sciences)》2024年第4期81-108,共28页Xiuxian LI Min MENG Yiguang HONG Jie CHEN 
supported by National Key Research and Development Program of China(Grant No.2022ZD0119702);National Natural Science Foundation of China(Grant Nos.62003243,62103305,62088101);Shanghai Pujiang Program(Grant No.21PJ1413100);Shanghai Municipal Science and Technology Major Project(Grant No.2021SHZDZX0100)。
In many practical applications,such as poker,chess,drug interdiction,cybersecurity,and national defense,players often have adversarial stances,i.e.,the selfish actions of each player inevitably or intentionally inflic...
关键词:adversarial games zero-sum games Stackelberg games differential games Nash equilibrium correlated equilibrium REGRET 
A survey on the network models applied in the industrial network optimization
《Science China(Information Sciences)》2024年第2期81-99,共19页Chao DONG Xiaoxiong XIONG Qiulin XUE Zhengzhen ZHANG Kai NIU Ping ZHANG 
This work was supported by Key Program of National Natural Science Foundation of China(Grant No.92067202);National Natural Science Foundation of China(Grant No.62071058);Key Laboratory of Universal Wireless Communications(BUPT),Ministry of Education,China(Grant No.KFKT-2022104).
Network architecture design is critical for optimizing industrial networks.Network architectures can be classified into small-scale networks and large-scale networks based on scale.Graph theory is an efficient mathema...
关键词:industrial network small-scale network large-scale network graph theory system entropy 
Categorizing methods for integrating machine learning with executable specifications
《Science China(Information Sciences)》2024年第1期1-15,共15页David HAREL Raz YERUSHALMI Assaf MARRON Achiya ELYASAF 
supported by National Natural Science Foundation of China(NSFC)and Israel Science Foundation(ISF)(Grant No.3698/21);provided by a research grant from the Estate of Harry Levine,the Estate of Avraham Rothstein,Brenda Gruss,and Daniel Hirsch,the One8 Foundation,Rina Mayer,Maurice Levy,and the Estate of Bernice Bernath。
Deep learning(DL),which includes deep reinforcement learning(DRL),holds great promise for carrying out real-world tasks that human minds seem to cope with quite readily.That promise is already delivering extremely imp...
关键词:machine learning artificial intelligence grey box learning domain knowledge RULES behavioral programming deep reinforcement learning SURVEY 
Chip design with machine learning:a survey from algorithm perspective
《Science China(Information Sciences)》2023年第11期65-95,共31页Wenkai HE Xiaqing LI Xinkai SONG Yifan HAO Rui ZHANG Zidong DU Yunji CHEN 
partially supported by National Natural Science Foundation of China(Grant Nos.61925208,62222214,62102399,U22A2028,U19B2019);Beijing Academy of Artificial Intelligence(BAAI),CAS Project for Young Scientists in Basic Research(Grant No.YSBR-029);Youth Innovation Promotion Association CAS and Xplore Prize。
Chip design with machine learning(ML)has been widely explored to achieve better designs,lower runtime costs,and no human-in-the-loop process.However,with tons of work,there is a lack of clear links between the ML algo...
关键词:chip design machine learning chip design automation design result estimation design optimization and correction design construction 
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