Big Data Mining and Analytics Open Access Editors-in-Chief: Yi Pan, Weimin Zheng
Home Big Data Mining and Analytics All Issues Volume 9 Issue 2
Volume 9 Issue 2, April 2026
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Cover
Special Section on Challenges and Opportunities in Retrieval-Augmented Generation for LLMs: Techniques, Trends, and Applications
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PP. 339-652
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19 articles
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Special Section on Challenges and Opportunities in Retrieval-Augmented Generation for LLMs: Techniques, Trends, and Applications
Open Access
Editorial: Special Section on Challenges and Opportunities in Retrieval-Augmented Generation for LLMs: Techniques, Trends, and Applications
Philip S. Yu, Haofen Wang, Feida Zhu
Published: 09 February 2026
2026, 9(2): 339-340
Open Access
Numerical Constraint-Aware Dense Retrieval with Two-Phase Contrastive Learning
Meng Wang, Yisong Wang, Feifan Wu
Published: 09 February 2026
2026, 9(2): 341-359
Open Access
RADDI: A Retrieval Augmented Framework for Drug-Drug Interaction Prediction
Hengbo Zhang, Yingying Wang, Xinyu Gao, Yun Xiong
Published: 09 February 2026
2026, 9(2): 360-375
Open Access
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications
Long Cui, Yongbin Liu, Chunping Ouyang, [...], Ying Yu, Jiangtao Zhang, Yaping Wan, Fei Yang << Fewer
Published: 09 February 2026
2026, 9(2): 376-392
Open Access
Semantic Feedback-Based RAG for Radiology Report Generation
Xing Jia, Yun Xiong, Songwen Pei, [...], Yumeng Zhang, Cairong Yan, Zhijun Fang << Fewer
Published: 09 February 2026
2026, 9(2): 393-406
Open Access
ItemRAG: Retrieval-Augmented Generation with Item-Based Knowledge Computing for E-Commerce Product Question Answering
Changliang Xu, Yukun Kang, Quan Feng, [...], Jinghua Hua, Piji Li, Feiran Wu, Hu Wei, Xiang Chen, Sheng-Jun Huang, Songcan Chen << Fewer
Published: 09 February 2026
2026, 9(2): 407-424
Open Access
Vision-Language Model-Driven Human−Vehicle Interaction for Autonomous Driving: Status, Challenge, and Innovation
Rongfeng Zhao, Aimin Du, Mobing Cai, [...], Zhongpan Zhu, Bin He << Fewer
Published: 09 February 2026
2026, 9(2): 425-447
Regular Articles
Open Access
GraphCon: A Parallel Graph Construction from Relational Data
Bowen Dong, Wenjun Wang, Xueli Liu, [...], Yuejun Wang, Dan Yin << Fewer
Published: 09 February 2026
2026, 9(2): 448-464
Open Access
A Deep Survival Model for Predicting Alzheimer’s Diagnosis Based on Multi-Modal Longitudinal Data
Batuhan K. Karaman, Minh Nguyen, Heejong Kim, Mert R. Sabuncu
Published: 09 February 2026
2026, 9(2): 465-480
Open Access
CEFCIL: Comprehensive Ensemble Framework for Exemplar-Free Class Incremental Learning
Weike Liu, Cheng Zhu, Fan Wu, [...], Lailong Luo, Zhaoyun Ding, Qingbao Liu << Fewer
Published: 09 February 2026
2026, 9(2): 481-499
Open Access
Benchmarking Analysis of scHi-C Data Imputation Methods
Xuyan Du, Xinrui Ji, Li Tang, Min Li
Published: 09 February 2026
2026, 9(2): 500-518
Open Access
A Multimodal Tensor Data Fused Astragalus Slices Quality Grades Method
Lei Zhang, Qianglong Huo, Delong Li, [...], Qisheng Yang, Ruijie Ma, Zheyu Wu, Shaowen Liao << Fewer
Published: 09 February 2026
2026, 9(2): 519-535
Open Access
SAVNFV: Towards a Scalable and Accurate Inter-Domain Source Address Validation Platform with Network Functions Virtualization
Shu Yang, Zequn Zhang, Laizhong Cui
Published: 09 February 2026
2026, 9(2): 536-553
Open Access
Towards Artificial Intelligence for Science: A Case Study of Using ChatGPT for Disease Causality Discovery from Biomedical Literature
Xiaoying Li, Jinhua Du, Yuyang Liu, [...], Hao Yin, Hui Liu << Fewer
Published: 09 February 2026
2026, 9(2): 554-562
Open Access
Prompting Is Not Enough: Exploring Knowledge Integration and Controllable Generation on Large Language Models
Tingjia Shen, Hao Wang, Chuan Qin, [...], Ruijun Sun, Yang Song, Defu Lian, Hengshu Zhu, Enhong Chen << Fewer
Published: 09 February 2026
2026, 9(2): 563-579
Open Access
A Multi-Modal Feature Fusion Method Enhanced by Dynamic Sample Graphs for Predicting Drug Responses
Haochen Zhao, Bowei Li, Chenliang Xie, Guihua Duan
Published: 09 February 2026
2026, 9(2): 580-595
Open Access
A Hybrid Platform for Multi-Neurons Model with Optimum Co-Design Method
Song Wang, Keao Qiao, Jindong Liang, [...], Nianchen Hua, Rui Lu, Jidong Zhai, Jing Pei << Fewer
Published: 09 February 2026
2026, 9(2): 596-610
Open Access
Knit: Toward Alleviating Large Language Model Fact Knowledge Hallucinations in Knowledge Graph Completion
Jibing Gong, Xiaohan Fang, Wenhai Zhu, [...], Jiquan Peng, Lin Wang, Mengpan Chen, Jiangtao Zhang, Jie Tang << Fewer
Published: 09 February 2026
2026, 9(2): 611-631
Open Access
Leveraging Large-Scale Data for Efficient Low-Bit CUTLASS GEMM Optimization via Neural Networks
Hong Guo, Nianhui Guo, Christoph Meinel, Haojin Yang
Published: 09 February 2026
2026, 9(2): 632-652