Complex & Intelligent Systems, Volume 12, Issue 1, January 2026

1) STRNet: dual-branch synergistic network with interactive fusion for remote sensing semantic segmentationAuthor(s): Minjun Zhai, Donghua Chen, Xing Guo
2) Enhancing image captioning with spatial relational attention and grid decoderAuthor(s): Xin Deng, Yihuan Zhu, Honghua Xu
3) Adaptive task transition framework assisted evolutionary multitasking for constrained multi-objective optimizationAuthor(s): Xianpeng Sun, Xiaochuan Gao, Qianlong Dang
4) Toward safe and efficient shield tunneling: counterfactual reinforcement learning based multi-subsystem collaborative optimizationAuthor(s): Jing Lu, Min Hu, WenBo Zhou
5) GDA-RoadSeg: an improved road segmentation network with gated depthwise attention feature fusionAuthor(s): Jianjun Ni, Wenpu Ma, Simon X. Yang
6) An entropy-regularized counterfactual framework for robust and generalizable ABSAAuthor(s): Qian Deng, Haitong Yang, Youcheng Yan
7) Optimal scheduling method of carbon-green certificate trading virtual power plant via Q-learning-enhanced particle swarm algorithmAuthor(s): Jiansheng Jin, Xinfu Pang, Zhedong Zheng
8) Dynamic feature scale and multi-scale fusion networks for polyp segmentationAuthor(s): Nannan Huang, Abdul Hadi Abd Rahman, Hongqing Wang
9) ProTriPlay: A trinity framework for professional interactive theater based on LLMAuthor(s): Yinglong Yu, Hao Shen, Yanyu Liu
10) An improved generalized evolutionary algorithm for constrained multimodal multiobjective optimizationAuthor(s): Caitong Yue, Wenhao Wu, Weifeng Guo
11) MTLCS: A cervical auxiliary classification strategy based on multi-task learningAuthor(s): Li Wen, Xiaoqing Zhang, Jia Wu
12) Image captioning for life ecological experiment of China’s space stationAuthor(s): Yunfei Liu, Yizhao Wang, ShengYang Li
13) LISA: language independent sentiment analysis using graph neural networksAuthor(s): Mohamed Zaki, Basheer Youssef, Mohamed Abd-Elrahem
14) A self-attention-based reinforcement learning approach for scheduling twin automated stacking cranes in container terminalsAuthor(s): Liangcai Dong, Yang Fan, Yuheng Liu
15) Data-driven evolutionary optimization with clustering aided ensemble learning and taylor polynomial-based data generationAuthor(s): Long Zheng, Feichi Gu, Shunhuai Chen
16) Enhancing task-oriented robotic grasping via 3D affordance grounding from vision-language modelsAuthor(s): Wenkai Chen, Shang-Ching Liu, Jianwei Zhang
17) A multi-UAV rapid post-disaster search and rescue method based on deep reinforcement learningAuthor(s): Li Tan, Haixia Zhao
18) Time series prediction model based on transformer and LSTM for predicting the occurrence rate of mountain torrentsAuthor(s): Hongtao Zhang, Peng Zhi, Zhaxi Lengben
19) Beyond gaze points: augmenting eye movement with brainwave data for multimodal user authentication in extended realityAuthor(s): Matin Fallahi, Patricia Arias-Cabarcos, Thorsten Strufe
20) ReqNet: an LLM-driven computational framework for automated requirements extraction from unstructured documentsAuthor(s): Summra Saleem, Muhammad Nabeel Asim, Andreas Dengel
21) Enhancing traffic flow prediction through multi-view attention mechanism and dilated convolutional networksAuthor(s): Wei Li, Hao Wei, Wei Tao
22) Seed perception learning for weakly supervised semantic segmentationAuthor(s): Wanchun Sun, Shujia Li, Xinyu Duan
23) Motion-temporal calibration network for continuous sign language recognitionAuthor(s): Hongguan Hu, Jianjun Peng, Di Wu
24) Dynamic RBFN with vector attention-guided feature selection for spam detection in social mediaAuthor(s): E Elakkiya, Sumalatha Saleti, Arunkumar Balakrishnan
25) FedMGKD: a multi-granularity trusted knowledge distillation framework for edge personalized federated learningAuthor(s): Ping Zhang, Wenlong Lu, An Bao
26) Stochastic optimization framework for capacity planning of hybrid solar PV–small hydropower systems using metaheuristic algorithmsAuthor(s): Edward B. Ssekulima, Amir H. Etemadi
27) Importance weighted variational graph autoencoderAuthor(s): Yuhao Tao, Lin Guo, Shiqing Zhang
28) Integrating histopathology and genomic data: a comparative study of fusion methods for breast cancer survival predictionAuthor(s): Younes Akbari, Faseela Abdullakutty, Rifat Hamoudi
29) Zero-shot realistic image deblurring with consistency modelAuthor(s): Zhaohan Wang, Chengjun Chen, Chenggang Dai
30) Homophily-aware multi-view graph clustering via multi-order filteringAuthor(s): Runhua Hu, Xiaohua Ke, Yiming Liang
31) An efficient method for the support vector machine with minimax concave penalty in high dimensionsAuthor(s): Jin Yang, Ning Zhang, Yi Zhang
32) DA-RTDETR: domain-adaptive RT-DETR with feature fusion and category-level constraintsAuthor(s): Huantong Geng, Yingrui Wang, Zichen Fan
33) Temporal knowledge graph completion based on time embedding and time-frequency decoderAuthor(s): Siling Feng, Peng Xu, Mengxing Huang
34) A memory constrained bayesian optimization via robust online memory estimationAuthor(s): Befekadu Bekuretsion, Wolfgang Menzel, Solomon Teferra
35) Early detection of rumors based on propagation prediction in social mediaAuthor(s): Lu Zhang, Yuguang Chen, Gaofeng He
36) A knowledge tracing based intelligent framework for formative assessment of students skillsAuthor(s): Akshat Khosla, Harpreet Singh, Jatin Bedi
37) DSG-FSOD: a few-shot object detection method based on deformable convolutions and attention integrationAuthor(s): Xuanhong Wang, Xian Wang, Yijun Zhang
38) Hierarchical reinforcement learning with opponent modeling for command and control systemAuthor(s): Tengda Li, Gang Wang, Xiangyu Liu
39) MAC2STI: Mamba network with autoregressive clustering for two-stage spatio-temporal imputationAuthor(s): Jinyu Fan, Jun Ma, Hongtao Gai
40) Vulnerability disclosure through adaptive black-box adversarial attacks in network intrusion detection systemsAuthor(s): Sabrine Ennaji, Elhadj Benkhelifa, Luigi Vincenzo Mancini
41) A multi-stage optimization strategy for multi-UAV path planning in complex urban 3D environments with obstacle avoidanceAuthor(s): Gang Liu, Yu Tang, Mingwei Fang
42) Deep semantic-dependence proxy hashing with global and spatial informative embedding for multi-label remote sensing image retrievalAuthor(s): Xinzheng Sui, Enhao Wang, Wenfeng Zhang
43) A hybrid decision-making model in a complex Fermatean picture fuzzy environment with application to emergency managementAuthor(s): Umar Ali, Junxiang Li, Sarbast Moslem
44) Modality-uncertainty-aware knowledge distillation framework for multimodal sentiment analysisAuthor(s): Nan Wang, Qi Wang
45) GraphZOOM: subgraph black-box attack against inductive graph neural networksAuthor(s): Ruixin Tang, Awei Moshili, Jinliang Lin
46) A UAV aerial image small object detection algorithm based on fine-grained feature preservation and multi-scale feature pyramid balancingAuthor(s): Jian Luo, Kaixuan Chang, Yuanfa Ji
47) Predictive maintenance optimization for industrial equipment via reliable prognosis and risk-aware reinforcement learningAuthor(s): Zifei Xu, Qiang Zhang
48) Named entity recognition and coreference resolution using prompt-based generative multimodalAuthor(s): Qingchuan Zhang, Zexi Song, Min Zuo
49) A novel window-based hybrid attention network for low-dose CT image denoisingAuthor(s): Ju Zhang, Weiwei Gong, Yun Cheng
50) Robust real-time recognition of drones and birds in complex scenarios: a multimodal data fusion recognize approachAuthor(s): Jincan Zhu, Jian Rong, Peichun Suo
51) Cooperation promotion in the spatial prisoner’s dilemma game through emotional and personality-based learning rulesAuthor(s): Huiping Li, Can Li, Yi Zhou
52) A knowledge distillation method based on detection transformer for farmland obstacle detectionAuthor(s): Wenjie Gao, Chaojie Yang, Tong Li
53) Unsupervised hyperlink prediction based on hypergraph random walkAuthor(s): Yanlin Yang, Mingyuan Li, Haixing Zhao
54) Leveraging multi-agent framework for root cause analysisAuthor(s): Feng Fu, Hong Ding, Dechao Xu
55) A decoupled time-optimized multi-robot path parameterization methodAuthor(s): Xianchao Sun, Yongsheng Luo, Jie Zhao
56) A social trust network-based hybrid fuzzy multi-criteria group decision-making approach for decarbonized and sustainable supplier selectionAuthor(s): Huzhi Xue, Haihua Xie, Butian Zhao
57) Surrogate-assisted cooperative coevolutionary optimization with a new grouping strategy for large-scale expensive problemsAuthor(s): Guochen Zhang, Lu Wang, Peiwei Tsai