SCIS Selected Articles on Large Language Models (LLM)
Highly Cited in 202603 Hot Paper 大数据 REWIEW Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 356

The rise and potential of large language model based agents: a survey
Xi, Zhiheng; Chen, Wenxiang; Guo, Xin; He, Wei; Ding, Yiwen; Hong, Boyang; Zhang, Ming; Wang, Junzhe; Jin, Senjie; Zhou, Enyu; Zheng, Rui; Fan, Xiaoran; Wang, Xiao; Xiong, Limao; Zhou, Yuhao; Wang, Weiran; Jiang, Changhao; Zou, Yicheng; Liu, Xiangyang; Yin, Zhangyue; Dou, Shihan; Weng, Rongxiang; Qin, Wenjuan; Zheng, Yongyan; Qiu, Xipeng; Huang, Xuanjing; Zhang, Qi; Gui, Tao
Sci China Inf Sci, 2025, 68(2): 121101
Keywords: natural language processing; large language models; LLM-based agents; AI agents; agent society
Cite as: Xi Z H, Chen W X, Guo X, et al. The rise and potential of large language model based agents: a survey. Sci China Inf Sci, 2025, 68: 121101, doi: 10.1007/s11432-024-4222-0

Special Topic: Cloud-Edge Collaboration for On-Device Recommendation
大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 13

Robust federated contrastive recommender system against targeted model poisoning attack
Yuan, Wei; Yang, Chaoqun; Qu, Liang; Ye, Guanhua; Nguyen, Quoc Viet Hung; Yin, Hongzhi
Sci China Inf Sci, 2025, 68(4): 140103
Keywords: federated recommender system; contrastive learning; model poisoning attack and defense
Cite as: Yuan W, Yang C Q, Qu L, et al. Robust federated contrastive recommender system against targeted model poisoning attack. Sci China Inf Sci, 2025, 68: 140103, doi: 10.1007/s11432-024-4272-y

大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 9

RE-SEGNN: recurrent semantic evidence-aware graph neural network for temporal knowledge graph forecasting
Cai, Wenyu; Li, Mengfan; Shi, Xuanhua; Fan, Yuanxin; Zhu, Quntao; Jin, Hai
Sci China Inf Sci, 2025, 68(2): 122104
Keywords: knowledge graph reasoning; temporal knowledge graph; Hawkes process; semantic evidence
Cite as: Cai W Y, Li M F, Shi X H, et al. RE-SEGNN: recurrent semantic evidence-aware graph neural network for temporal knowledge graph forecasting. Sci China Inf Sci, 2025, 68: 122104, doi: 10.1007/s11432-023-4073-y

Special Topic: Cloud-Edge Collaboration for On-Device Recommendation
大数据 REVIEW Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 8

A survey on cross-user federated recommendation
Yang, Enyue; Xiong, Yudi; Yuan, Wei; Pan, Weike; Yang, Qiang; Ming, Zhong
Sci China Inf Sci, 2025, 68(4): 140101
Keywords: cross-user federated recommendation; federated recommendation; federated learning; recommender systems; user privacy
Cite as: Yang E Y, Xiong Y D, Yuan W, et al. A survey on cross-user federated recommendation. Sci China Inf Sci, 2025, 68: 140101, doi: 10.1007/s11432-024-4310-7

SCIS Selected Articles on Large Language Models (LLM)
大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 5

Graph neural architecture search with large language models
Wang, Haishuai; Gao, Yang; Zheng, Xin; Zhang, Peng; Bu, Jiajun; Yu, Philip S.
Sci China Inf Sci, 2025, 68(12): 222103
Keywords: graph neural network; neural architecture search; large language models; AutoML; graphs
Cite as: Wang H S, Gao Y, Zheng X, et al. Graph neural architecture search with large language models. Sci China Inf Sci, 2025, 68: 222103, doi: 10.1007/s11432-024-4539-1

大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 5

Temporal knowledge graph diffusion model for open-world reasoning
Wang, Yuhan; Zhao, Xiang; Tan, Zhen; Xiao, Weidong; Cheng, Xueqi
Sci China Inf Sci, 2025, 68(10): 202101
Keywords: temporal knowledge graph; unseen entity prediction; open-world scenarios; diffusion model; knowledge graph reasoning
Cite as: Wang Y H, Zhao X, Tan Z, et al. Temporal knowledge graph diffusion model for open-world reasoning. Sci China Inf Sci, 2025, 68: 202101, doi: 10.1007/s11432-024-4329-3

大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 3

G-SPAC: a more granular greedy graph partition algorithm with spatial locality and judgment-aware edge folding
Chen, Yuedan; Li, Zhijie; Xiao, Guoqing; Xu, Peixin; Zhang, Xiaofei; Li, Kenli
Sci China Inf Sci, 2025, 68(8): 182101
Keywords: graph edge partition; greedy method; spatial locality; judgment-aware folding; vertex partition
Cite as: Chen Y D, Li Z J, Xiao G Q, et al. G-SPAC: a more granular greedy graph partition algorithm with spatial locality and judgment-aware edge folding. Sci China Inf Sci, 2025, 68: 182101, doi: 10.1007/s11432-023-3916-0

SCIS Selected Articles on Large Language Models (LLM)
大数据 LETTER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 2

PS-CoT-Adapter: adapting plan-and-solve chain-of-thought for ScienceQA
Li, Qun; Sun, Haixin; Xiao, Fu; Wang, Yiming; Gao, Xinping; Bhanu, Bir
Sci China Inf Sci, 2025, 68(1): 119101
Keywords: chain of thought; semantic adapter; large language models; ScienceQA; plan-and-solve
Cite as: Li Q, Sun H X, Xiao F, et al. PS-CoT-Adapter: adapting plan-and-solve chain-of-thought for ScienceQA. Sci China Inf Sci, 2025, 68: 119101, doi: 10.1007/s11432-024-4211-9

Special Topic: Cloud-Edge Collaboration for On-Device Recommendation
大数据 LETTER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

PerFedKG: two-stage information-loop federated knowledge graph for personalized privacy-preserving recommendation systems
Wang, Fan; Zhang, Xuyun; Liu, Weiming; Li, Li; Liu, Yuwen; Zhang, Zhongyuan; Liu, Guanfeng; Pang, Shengye; Xu, Xiaolong; Qi, Lianyong
Sci China Inf Sci, 2025, 68(4): 140106
Keywords: federated learning; knowledge graph; personalization; semantic discovery; decentralized recommendation systems
Cite as: Wang F, Zhang X Y, Liu W M, et al. PerFedKG: two-stage information-loop federated knowledge graph for personalized privacy-preserving recommendation systems. Sci China Inf Sci, 2025, 68: 140106, doi: 10.1007/s11432-024-4338-4

Special Topic: Cloud-Edge Collaboration for On-Device Recommendation
大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

Privacy-preserving recommendation with coarse-grained spatiotemporal contexts
Chen, Lei; Gao, Chen; Lei, Jiahuan; Du, Xiaoyi; Shi, Xinlei; Luo, Hengliang; Jin, Depeng; Li, Yong; Wang, Meng
Sci China Inf Sci, 2025, 68(4): 140104
Keywords: privacy-preserveing; coarse-grained spatiotemporal contexts; recommender systems
Cite as: Chen L, Gao C, Lei J H, et al. Privacy-preserving recommendation with coarse-grained spatiotemporal contexts. Sci China Inf Sci, 2025, 68: 140104, doi: 10.1007/s11432-024-4327-9

Special Topic: Cloud-Edge Collaboration for On-Device Recommendation
大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

On-device diagnostic recommendation with heterogeneous federated BlockNets
Nguyen, Minh Hieu; Huynh, Thanh Trung; Nguyen, Thanh Toan; Nguyen, Phi Le; Pham, Hien Thu; Jo, Jun; Nguyen, Thanh Tam
Sci China Inf Sci, 2025, 68(4): 140102
Keywords: intelligent recommendation; federated learning; heterogeneous devices; E-health diagnostics
Cite as: Nguyen M H, Huynh T T, Nguyen T T, et al. On-device diagnostic recommendation with heterogeneous federated BlockNets. Sci China Inf Sci, 2025, 68: 140102, doi: 10.1007/s11432-024-4162-2

Special Topic: Cloud-Edge Collaboration for On-Device Recommendation
大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Coarse-to-fine lightweight meta-embedding for ID-based recommendations
Wang, Yang; Liu, Haipeng; Yi, Zeqian; Qian, Biao; Wang, Meng
Sci China Inf Sci, 2025, 68(4): 140105
Keywords: lightweight meta-embedding; coarse-to-fine learning; ID-based recommendations
Cite as: Wang Y, Liu H P, Yi Z Q, et al. Coarse-to-fine lightweight meta-embedding for ID-based recommendations. Sci China Inf Sci, 2025, 68: 140105, doi: 10.1007/s11432-024-4350-9

Special Topic: Cloud-Edge Collaboration for On-Device Recommendation
大数据 EDITORIAL Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Special topic on cloud-edge collaboration for on-device recommendation
Yin, Hongzhi; Cui, Bin; Zhou, Xiaofang; Chen, Tong; Nguyen, Quoc Viet Hung; Zhang, Xiangliang
Sci China Inf Sci, 2025, 68(4): 140100
Cite as: Yin H Z, Cui B, Zhou X F, et al. Special topic on cloud-edge collaboration for on-device recommendation. Sci China Inf Sci, 2025, 68: 140100, doi: 10.1007/s11432-025-4334-2

大数据 RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Towards few-shot mixed-type dialogue generation
Liu, Zeming; Wang, Haifeng; Lei, Zeyang; Niu, Zheng-Yu; Wu, Hua; Che, Wanxiang
Sci China Inf Sci, 2025, 68(2): 122105
Keywords: mixed-type dialogue; dialogue generation; PLATO-prompt; Mixed-FS; few-shot
Cite as: Liu Z M, Wang H F, Lei Z Y, et al. Towards few-shot mixed-type dialogue generation. Sci China Inf Sci, 2025, 68: 122105, doi: 10.1007/s11432-023-4069-x