Computational Intelligence: Complex & Intelligent Systems, Volume 12, Issue 1, January 2026

1) STRNet: dual-branch synergistic network with interactive fusion for remote sensing semantic segmentation

Author(s): Minjun Zhai, Donghua Chen, Xing Guo

2) Enhancing image captioning with spatial relational attention and grid decoder

Author(s): Xin Deng, Yihuan Zhu, Honghua Xu

3) Adaptive task transition framework assisted evolutionary multitasking for constrained multi-objective optimization

Author(s): Xianpeng Sun, Xiaochuan Gao, Qianlong Dang

4) Toward safe and efficient shield tunneling: counterfactual reinforcement learning based multi-subsystem collaborative optimization

Author(s): Jing Lu, Min Hu, WenBo Zhou

5) GDA-RoadSeg: an improved road segmentation network with gated depthwise attention feature fusion

Author(s): Jianjun Ni, Wenpu Ma, Simon X. Yang

6) An entropy-regularized counterfactual framework for robust and generalizable ABSA

Author(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 algorithm

Author(s): Jiansheng Jin, Xinfu Pang, Zhedong Zheng

8) Dynamic feature scale and multi-scale fusion networks for polyp segmentation

Author(s): Nannan Huang, Abdul Hadi Abd Rahman, Hongqing Wang

9) ProTriPlay: A trinity framework for professional interactive theater based on LLM

Author(s): Yinglong Yu, Hao Shen, Yanyu Liu

10) An improved generalized evolutionary algorithm for constrained multimodal multiobjective optimization

Author(s): Caitong Yue, Wenhao Wu, Weifeng Guo

11) MTLCS: A cervical auxiliary classification strategy based on multi-task learning

Author(s): Li Wen, Xiaoqing Zhang, Jia Wu

12) Image captioning for life ecological experiment of China’s space station

Author(s): Yunfei Liu, Yizhao Wang, ShengYang Li

13) LISA: language independent sentiment analysis using graph neural networks

Author(s): Mohamed Zaki, Basheer Youssef, Mohamed Abd-Elrahem

14) A self-attention-based reinforcement learning approach for scheduling twin automated stacking cranes in container terminals

Author(s): Liangcai Dong, Yang Fan, Yuheng Liu

15) Data-driven evolutionary optimization with clustering aided ensemble learning and taylor polynomial-based data generation

Author(s): Long Zheng, Feichi Gu, Shunhuai Chen

16) Enhancing task-oriented robotic grasping via 3D affordance grounding from vision-language models

Author(s): Wenkai Chen, Shang-Ching Liu, Jianwei Zhang

17) A multi-UAV rapid post-disaster search and rescue method based on deep reinforcement learning

Author(s): Li Tan, Haixia Zhao

18) Time series prediction model based on transformer and LSTM for predicting the occurrence rate of mountain torrents

Author(s): Hongtao Zhang, Peng Zhi, Zhaxi Lengben

19) Beyond gaze points: augmenting eye movement with brainwave data for multimodal user authentication in extended reality

Author(s): Matin Fallahi, Patricia Arias-Cabarcos, Thorsten Strufe

20) ReqNet: an LLM-driven computational framework for automated requirements extraction from unstructured documents

Author(s): Summra Saleem, Muhammad Nabeel Asim, Andreas Dengel

21) Enhancing traffic flow prediction through multi-view attention mechanism and dilated convolutional networks

Author(s): Wei Li, Hao Wei, Wei Tao

22) Seed perception learning for weakly supervised semantic segmentation

Author(s): Wanchun Sun, Shujia Li, Xinyu Duan

23) Motion-temporal calibration network for continuous sign language recognition

Author(s): Hongguan Hu, Jianjun Peng, Di Wu

24) Dynamic RBFN with vector attention-guided feature selection for spam detection in social media

Author(s): E Elakkiya, Sumalatha Saleti, Arunkumar Balakrishnan

25) FedMGKD: a multi-granularity trusted knowledge distillation framework for edge personalized federated learning

Author(s): Ping Zhang, Wenlong Lu, An Bao

26) Stochastic optimization framework for capacity planning of hybrid solar PV–small hydropower systems using metaheuristic algorithms

Author(s): Edward B. Ssekulima, Amir H. Etemadi

27) Importance weighted variational graph autoencoder

Author(s): Yuhao Tao, Lin Guo, Shiqing Zhang

28) Integrating histopathology and genomic data: a comparative study of fusion methods for breast cancer survival prediction

Author(s): Younes Akbari, Faseela Abdullakutty, Rifat Hamoudi

29) Zero-shot realistic image deblurring with consistency model

Author(s): Zhaohan Wang, Chengjun Chen, Chenggang Dai

30) Homophily-aware multi-view graph clustering via multi-order filtering

Author(s): Runhua Hu, Xiaohua Ke, Yiming Liang

31) An efficient method for the support vector machine with minimax concave penalty in high dimensions

Author(s): Jin Yang, Ning Zhang, Yi Zhang

32) DA-RTDETR: domain-adaptive RT-DETR with feature fusion and category-level constraints

Author(s): Huantong Geng, Yingrui Wang, Zichen Fan

33) Temporal knowledge graph completion based on time embedding and time-frequency decoder

Author(s): Siling Feng, Peng Xu, Mengxing Huang

34) A memory constrained bayesian optimization via robust online memory estimation

Author(s): Befekadu Bekuretsion, Wolfgang Menzel, Solomon Teferra

35) Early detection of rumors based on propagation prediction in social media

Author(s): Lu Zhang, Yuguang Chen, Gaofeng He

36) A knowledge tracing based intelligent framework for formative assessment of students skills

Author(s): Akshat Khosla, Harpreet Singh, Jatin Bedi

37) DSG-FSOD: a few-shot object detection method based on deformable convolutions and attention integration

Author(s): Xuanhong Wang, Xian Wang, Yijun Zhang

38) Hierarchical reinforcement learning with opponent modeling for command and control system

Author(s): Tengda Li, Gang Wang, Xiangyu Liu

39) MAC2STI: Mamba network with autoregressive clustering for two-stage spatio-temporal imputation

Author(s): Jinyu Fan, Jun Ma, Hongtao Gai

40) Vulnerability disclosure through adaptive black-box adversarial attacks in network intrusion detection systems

Author(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 avoidance

Author(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 retrieval

Author(s): Xinzheng Sui, Enhao Wang, Wenfeng Zhang

43) A hybrid decision-making model in a complex Fermatean picture fuzzy environment with application to emergency management

Author(s): Umar Ali, Junxiang Li, Sarbast Moslem

44) Modality-uncertainty-aware knowledge distillation framework for multimodal sentiment analysis

Author(s): Nan Wang, Qi Wang

45) GraphZOOM: subgraph black-box attack against inductive graph neural networks

Author(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 balancing

Author(s): Jian Luo, Kaixuan Chang, Yuanfa Ji

47) Predictive maintenance optimization for industrial equipment via reliable prognosis and risk-aware reinforcement learning

Author(s): Zifei Xu, Qiang Zhang

48) Named entity recognition and coreference resolution using prompt-based generative multimodal

Author(s): Qingchuan Zhang, Zexi Song, Min Zuo

49) A novel window-based hybrid attention network for low-dose CT image denoising

Author(s): Ju Zhang, Weiwei Gong, Yun Cheng

50) Robust real-time recognition of drones and birds in complex scenarios: a multimodal data fusion recognize approach

Author(s): Jincan Zhu, Jian Rong, Peichun Suo

51) Cooperation promotion in the spatial prisoner’s dilemma game through emotional and personality-based learning rules

Author(s): Huiping Li, Can Li, Yi Zhou

52) A knowledge distillation method based on detection transformer for farmland obstacle detection

Author(s): Wenjie Gao, Chaojie Yang, Tong Li

53) Unsupervised hyperlink prediction based on hypergraph random walk

Author(s): Yanlin Yang, Mingyuan Li, Haixing Zhao

54) Leveraging multi-agent framework for root cause analysis

Author(s): Feng Fu, Hong Ding, Dechao Xu

55) A decoupled time-optimized multi-robot path parameterization method

Author(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 selection

Author(s): Huzhi Xue, Haihua Xie, Butian Zhao

57) Surrogate-assisted cooperative coevolutionary optimization with a new grouping strategy for large-scale expensive problems

Author(s): Guochen Zhang, Lu Wang, Peiwei Tsai

Computational Intelligence

Thursday, February 5, 2026

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

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