Contents

Rapid Convergence of Gibbs Sampling Before Critical Point CHEN Xiao-Yu, FENG Wei-Ming, YIN Yi-Tong, ZHANG Xin-Yuan Published April 06, 2026 (19 pages) 2026,37(4):1615-1633 [Abstract(616)]  [View PDF(768)2.64 M]

Cold Restart Technique for CDCL Algorithms ZHANG Xin-Di, CHEN Zhi-Han, CAI Shao-Wei Published April 06, 2026 (16 pages) 2026,37(4):1634-1649 [Abstract(845)]  [View PDF(928)1.87 M]

Automated UML Activity Diagram Generation Method Combining Semantic Features of Requirements Statements in Chinese YUAN Zhong-Jin, HUANG Han, XIANG Yi, LIU Fang-Qing, HAO Zhi-Feng Published April 06, 2026 (21 pages) 2026,37(4):1650-1670 [Abstract(646)]  [View PDF(921)4.93 M]

Road-network-modeling-based Safety-critical Scenario Generation and Adaptive Evolution Approach for Autonomous Driving TIAN Hao-Xiang, WU Guo-Quan, WEI Jun, GUO An, HAN Xing-Shuo, CHEN Wei, WANG Wei, YE Dan Published April 06, 2026 (19 pages) 2026,37(4):1671-1689 [Abstract(2054)]  [View PDF(2113)3.46 M]

Failure Reproducing Test Case Generation Method Based on Large Language Model WANG Ying, ZI Qian-Cheng, PENG Xin, LOU Yi-Ling Published April 06, 2026 (25 pages) 2026,37(4):1690-1714 [Abstract(1267)]  [View PDF(1827)4.56 M]

RMDroid: Android Malware Robust Detection Based on Multi-modal Fusion Learning LING Xiang, ZHOU Bo-Lin, WANG Shi-Yu, LUO Tian-Yue, YIN Peng, WU Chun-Ming, WANG Bin, WU Jing-Zheng Published April 06, 2026 (25 pages) 2026,37(4):1715-1739 [Abstract(902)]  [View PDF(2025)3.23 M]

Trustworthy Government Q&A Technology Based on Large Language Model WANG Qian-Yue, HU Jin-Wu, WANG Yu-Feng, HU Yu, GAO Hao-Ran, QIU Zhou-Qiang, TAN Ming-Kui Published April 06, 2026 (19 pages) 2026,37(4):1740-1758 [Abstract(1270)]  [View PDF(2251)2.60 M]

Classification-retrieval-based Procedure Planning Method WU Yi-Lu, WANG Han-Lin, WANG Li-Min Published April 06, 2026 (18 pages) 2026,37(4):1759-1776 [Abstract(705)]  [View PDF(2047)5.17 M]

Efficient Regulatable Identity Privacy Protection Scheme in Blockchain SU Hang, GUO Zhao-Zhong, XU Mao-Zhi Published April 06, 2026 (24 pages) 2026,37(4):1777-1800 [Abstract(1083)]  [View PDF(2500)3.10 M]

Measurement and Analysis of Domain Access Patterns Based on Large-scale DNS Recursive Services ZHANG Bin, YANG Shu-Tu, JI Dong-Cen, ZHANG Yu, ZHANG Wei-Zhe, TU Wei-Jian, DAI Yi-Na Published April 06, 2026 (18 pages) 2026,37(4):1801-1818 [Abstract(966)]  [View PDF(1961)3.48 M]

Threshold Multi-party Private Set Intersection Protocol Balancing Communication Rounds and Computational Overhead ZHANG En, HUANG Yu-Chen, ZHENG Dong, YU Yong Published April 06, 2026 (19 pages) 2026,37(4):1819-1837 [Abstract(933)]  [View PDF(2191)2.81 M]

Lightweight Consensus Mechanism Based on Source Address Validation XU Yi, CHEN Yi-Hao, WANG Xiao-Liang, XU Ke, LI Qi Published April 06, 2026 (16 pages) 2026,37(4):1838-1853 [Abstract(755)]  [View PDF(989)2.64 M]

Special Issue's Articles

高可信自适应机器学习专题前言 王熙照，张敏灵，曹付元 Published April 06, 2026 (2 pages) 2026,37(4):1447-1448 [Abstract(1352)]  [View PDF(699)369.83 K]

Cross-domain Aspect-based Sentiment Analysis Based on High-quality Sample Selection ZHAO Chuan-Jun, SUN Xu-Zhuang, KANG Lu, LI Yang, WANG Su-Ge, LI De-Yu Published April 06, 2026 (22 pages) 2026,37(4):1449-1471 [Abstract(1915)]  [View PDF(1379)4.16 M]

Trade-off Learning for Robustness and Generalization Based on Adaptive Strategy Optimization ZHAI Hao-Jie, WANG Ran, WU Wen-Hui, JIA Yu-Heng Published April 06, 2026 (21 pages) 2026,37(4):1472-1491 [Abstract(1905)]  [View PDF(1365)5.35 M]

Explainable Dynamic Incomplete Graph Anomaly Detection Based on Masked Learning with Strong-weak Mutual Information LUO Xiang-Feng, GU Jun-Quan, YU Hang Published April 06, 2026 (21 pages) 2026,37(4):1492-1510 [Abstract(1682)]  [View PDF(1417)6.32 M]

Risk Perception Dynamic Aggregation Graph Federated Learning for Fraud Detection YANG Jia-Zhen, QIU Tian, CHEN Ke-Jia, DUAN Ming-Jiang, JIANG Jian, HU Ze-Yuan, SONG Ming-Li, FENG Zun-Lei Published April 06, 2026 (20 pages) 2026,37(4):1511-1530 [Abstract(2227)]  [View PDF(1497)3.40 M]

Task-aware Prompt-driven Mixture-of-experts Model for Open-world Continual Learning LI Yu-Jie, WU Han, MENG Dan, LI Tian-Rui, YANG Xin Published April 06, 2026 (19 pages) 2026,37(4):1531-1547 [Abstract(2022)]  [View PDF(1265)2.64 M]

Progressive Interval Correction Method for Numerical Label Noise JIANG Gao-Xia, LEI Fan, ZHANG Jia, WANG Wen-Jian Published April 06, 2026 (12 pages) 2026,37(4):1548-1559 [Abstract(1435)]  [View PDF(1174)1.71 M]

Generalizable Graph Anomaly Detection via Joint Perception of Global and Local Residual Information ZHANG Jia-Qiang, CHEN Song-Can Published April 06, 2026 (16 pages) 2026,37(4):1560-1574 [Abstract(1791)]  [View PDF(1171)2.63 M]

Adversarial Training Method for Object Detection Based on Momentum Acceleration and Task Balancing LONG Sheng, LIN Chen, TAO Wei, ZHANG Jun, TAO Qing Published April 06, 2026 (16 pages) 2026,37(4):1575-1590 [Abstract(1568)]  [View PDF(1095)2.60 M]

Review Articles

Survey on Concept-based Modeling Methods for Interpretable Deep Learning WANG Jia-Qi, FENG Yi, LIU Hua-Feng, JING Li-Ping, YU Jian Published April 06, 2026 (27 pages) 2026,37(4):1591-1614 [Abstract(2580)]  [View PDF(1994)4.03 M]

Review of Personalized Image Generation Methods Based on Diffusion Models HE Zi-Jian, LI Guan-Bin Published April 06, 2026 (31 pages) 2026,37(4):1854-1884 [Abstract(1849)]  [View PDF(2276)20.53 M]