Page 4 - 《软件学报》2026年第4期

Journal of Software Vol.37, No.4 Apr. 2026

Contents

SPECIAL TOPIC ON TRUSTWORTHY AND ADAPTIVE MACHINE LEARNING

1447 Preface
WANG Xi-Zhao, ZHANG Min-Ling, CAO Fu-Yuan
1449 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
1472 Trade-off Learning for Robustness and Generalization Based on Adaptive Strategy Optimization
ZHAI Hao-Jie, WANG Ran, WU Wen-Hui, JIA Yu-Heng

1492 Explainable Dynamic Incomplete Graph Anomaly Detection Based on Masked Learning with Strong-weak Mutual
Information
LUO Xiang-Feng, GU Jun-Quan, YU Hang
1511 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
1531 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
1548 Progressive Interval Correction Method for Numerical Label Noise
JIANG Gao-Xia, LEI Fan, ZHANG Jia, WANG Wen-Jian

1560 Generalizable Graph Anomaly Detection via Joint Perception of Global and Local Residual Information
ZHANG Jia-Qiang, CHEN Song-Can
1575 Adversarial Training Method for Object Detection Based on Momentum Acceleration and Task Balancing
LONG Sheng, LIN Chen, TAO Wei, ZHANG Jun, TAO Qing

1591 Survey on Concept-based Modeling Methods for Interpretable Deep Learning
WANG Jia-Qi, FENG Yi, LIU Hua-Feng, JING Li-Ping, YU Jian

THEORETICAL COMPUTER SCIENCE

1615 Rapid Convergence of Gibbs Sampling Before Critical Point
CHEN Xiao-Yu, FENG Wei-Ming, YIN Yi-Tong, ZHANG Xin-Yuan

ALGORITHM DESIGN AND ANALYSIS

1634 Cold Restart Technique for CDCL Algorithms
ZHANG Xin-Di, CHEN Zhi-Han, CAI Shao-Wei

SYSTEM SOFTWARE AND SOFTWARE ENGINEERING

1650 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