SCIS Selected Articles on Large Language Models (LLM) - SCIENCE CHINA Information Sciences

SCIS Selected Articles on Large Language Models (LLM)
REWIEW Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 22

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(2): 121101, doi: 10.1007/s11432-024-4222-0

SCIS Selected Articles on Large Language Models (LLM)
REVIEW Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 8

Overview of AI and communication for 6G network: fundamentals, challenges, and future research opportunities
Cui, Qimei; You, Xiaohu; Wei, Ni; Nan, Guoshun; Zhang, Xuefei; Zhang, Jianhua; Lyu, Xinchen; Ai, Ming; Tao, Xiaofeng; Feng, Zhiyong; Zhang, Ping; Wu, Qingqing; Tao, Meixia; Huang, Yongming; Huang, Chongwen; Liu, Guangyi; Peng, Chenghui; Pan, Zhiwen; Sun, Tao; Niyato, Dusit; Chen, Tao; Khan, Muhammad Khurram; Jamalipour, Abbas; Guizani, Mohsen; Yuen, Chau
Sci China Inf Sci, 2025, 68(7): 171301

Keywords: 6G; AI; AI and communication; AI for network; AI as a service; LLMs; network for AI

Cite as: Cui Q M, You X H, Wei N, et al. Overview of AI and communication for 6G network: fundamentals, challenges, and future research opportunities. Sci China Inf Sci, 2025, 68(7): 171301, doi: 10.1007/s11432-024-4337-1

SCIS Selected Articles on Large Language Models (LLM)
LETTER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

Unveiling factuality and injecting knowledge for LLMs via reinforcement learning and data proportion
Ke, Wenjun; Shang, Ziyu; Luo, Zhizhao; Wang, Peng; Guo, Yikai; Liu, Qi; Chen, Yuxuan
Sci China Inf Sci, 2024, 67(10): 209101

Keywords: large language models; knowledge graph; factuality detection; knowledge injection; data proportion

Cite as: Ke W J, Shang Z Y, Luo Z Z, et al. Unveiling factuality and injecting knowledge for LLMs via reinforcement learning and data proportion. Sci China Inf Sci, 2024, 67(10): 209101, doi: 10.1007/s11432-024-4158-4

SCIS Selected Articles on Large Language Models (LLM)
REVIEW Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Embodied navigation
Liu, Yunhao; Liu, Li; Zheng, Yawen; Liu, Yunhuai; Dang, Fan; Li, Ningbo; Ma, Ke
Sci China Inf Sci, 2025, 68(4): 141101

Keywords: artificial intelligence; Internet of Things; embodied AI; navigation; perception; LLM

Cite as: Liu Y H, Liu L, Zheng Y W, et al. Embodied navigation. Sci China Inf Sci, 2025, 68(4): 141101, doi: 10.1007/s11432-024-4303-8

Special Topic: Enabling Techniques and Cutting-Edge Applications of Foundation Models
SCIS Selected Articles on Large Language Models (LLM)
RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Agent4Vul: multimodal LLM agents for smart contract vulnerability detection
Jie, Wanqing; Qiu, Wangjie; Yang, Haofu; Guo, Muyuan; Huang, Xinpeng; Lei, Tianyu; Zhang, Qinnan; Zheng, Hongwei; Zheng, Zhiming
Sci China Inf Sci, 2025, 68(6): 160101

Keywords: smart contract; vulnerability detection; LLM; agent; multimodal learning

Cite as: Jie W Q, Qiu W J, Yang H F, et al. Agent4Vul: multimodal LLM agents for smart contract vulnerability detection. Sci China Inf Sci, 2025, 68(6): 160101, doi: 10.1007/s11432-024-4402-2

DiagLLM: multimodal reasoning with large language model for explainable bearing fault diagnosis
Wang, Jie; Li, Tianrui; Yang, Yan; Chen, Shiqian; Zhai, Wanming
Sci China Inf Sci, 2025, 68(6): 160103

Keywords: large language model; fault diagnosis; cross-dataset generalization; multimodal learning; multimodal fusion

Cite as: Wang J, Li T R, Yang Y, et al. DiagLLM: multimodal reasoning with large language model for explainable bearing fault diagnosis. Sci China Inf Sci, 2025, 68(6): 160103, doi: 10.1007/s11432-024-4333-7

Special Topic: AI for Biology
SCIS Selected Articles on Large Language Models (LLM)
RESEARCH PAPER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

From intention to implementation: automating biomedical research via LLMs
Luo, Yi; Shi, Linghang; Li, Yihao; Zhuang, Aobo; Gong, Yeyun; Liu, Ling; Lin, Chen
Sci China Inf Sci, 2025, 68(7): 170105

Keywords: biomedical research; AI for research; large language models; multi-agent systems; automation

Cite as: Luo Y, Shi L H, Li Y H, et al. From intention to implementation: automating biomedical research via LLMs. Sci China Inf Sci, 2025, 68(7): 170105, doi: 10.1007/s11432-024-4485-0

SCIS Selected Articles on Large Language Models (LLM)
LETTER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

The impact of task similarity on performance drift of LLMs: a theoretical and empirical analysis
Ni, Xuanming; Zhao, Qiaochu; Huang, Song; Yu, Lian
Sci China Inf Sci, 2025, 68(8): 189101

Keywords: large language model; performance drift; task similarity; continual learning; catastrophic forgetting

Cite as: Ni X M, Zhao Q C, Huang S, et al. The impact of task similarity on performance drift of LLMs: a theoretical and empirical analysis. Sci China Inf Sci, 2025, 68(8): 189101, doi: 10.1007/s11432-024-4442-8

SCIS Selected Articles on Large Language Models (LLM)
REVIEW Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Backdoor threats in large language models-a survey
Liu, Shuai; Pan, Yiheng; Hong, Kun; Fei, Ruite; Lin, Chenhao; Li, Qian; Shen, Chao
Sci China Inf Sci, 2025, 68(9): 191101

Keywords: large language models; backdoor threats; attack and defence category; LLM life cycle; artificial intelligence security

Cite as: Liu S, Pan Y H, Hong K, et al. Backdoor threats in large language models-a survey. Sci China Inf Sci, 2025, 68(9): 191101, doi: 10.1007/s11432-024-4351-3