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

Wednesday, February 4, 2026

IEEE Transactions on Evolutionary Computation, Volume 30, Issue 1, February 2025

1) A Decomposition-Based Evolutionary Algorithm With Clustering and Hierarchical Estimation for Multiobjective Fuzzy Flexible Jobshop Scheduling

Author(s): X. Zhang, S. Liu, Z. Zhao, S. Yang

Pages: 2 - 15

2) Enhancing Genetic Algorithm With Explainable Artificial Intelligence for Last-Mile Routing

Author(s): Y. Kim, R. Khir, S. Lee

Pages: 16 - 30

3) Learning to Preselection: A Filter-Based Performance Predictor for Multiobjective Feature Selection in Classification

Author(s): R. Jiao, B. Xue, M. Zhang

Pages: 31 - 45

4) Optimal Linear Crossover for Mitigating Negative Transfer in Evolutionary Multitasking

Author(s): Z. Liu, J. Yuan, H. Zhang, T. Zeng, Z. Zhu

Pages: 46 - 60

5) Niching Genetic Programming to Learn Actions for Deep Reinforcement Learning in Dynamic Flexible Scheduling

Author(s): M. Xu, Y. Mei, F. Zhang, M. Zhang

Pages: 61 - 75

6) Comprehensive-Forecast Multiobjective Genetic Programming for Neural Architecture Search

Author(s): B. Cao, X. Luo, X. Liu, Y. Li

Pages: 76 - 90

7) Particle-Assisted Deep Reinforcement Learning for Quantum State Manipulation

Author(s): H. Yu, X. Liu, B. Wang, X. Zhao

Pages: 91 - 105

8) Evolutionary Multiobjective Spiking Neural Architecture Search for Image Classification

Author(s): X. Song, Z. Lv, J. Fan, D. Xiong, J. Lv, J. Liu, Y. Sun

Pages: 106 - 120

9) A Survey on Evolutionary Feature Selection in Multilabel Classification

Author(s): E. Hancer, B. Xue, M. Zhang

Pages: 121 - 140

10) MetaDE: Evolving Differential Evolution by Differential Evolution

Author(s): M. Chen, C. Feng, R. Cheng

Pages: 141 - 155

11) Speeding Up Local Search for the Indicator-Based Subset Selection Problem by a Candidate List Strategy

Author(s): K. Korogi, R. Tanabe

Pages: 156 - 170

12) Imitation Learning-Assisted Evolutionary Algorithm for Energy-Efficient Flexible Job Shop Scheduling Problem With Automated Guided Vehicles

Author(s): W. Cheng, L. Meng, B. Zhang, K. Gao, H. Sang

Pages: 171 - 185

13) Data-Driven Evolutionary Algorithm Based on Inductive Graph Neural Networks for Multimodal Multiobjective Optimization

Author(s): Q. Dang, Q. Liu, S. Yang, X. He

Pages: 186 - 198

14) Expensive Optimization via Relation

Author(s): H. Hao, X. Zhang, A. Zhou

Pages: 199 - 213

15) Performance Assessment of Population-Based Multiobjective Optimization Algorithms Using Composite Indicators

Author(s): R. Saborido, A. B. Ruiz, S. González-Gallardo, M. Luque, A. Borrego

Pages: 214 - 225

16) ACO-GA-Based Optimization to Enhance Global Path Planning for Autonomous Navigation in Grid Environments

Author(s): H. Heng, W. Rahiman

Pages: 226 - 240

17) Many-Problem Surrogates for Transfer Evolutionary Multiobjective Optimization With Sparse Transfer Stacking

Author(s): H. Li, F. Wan, M. Gong, A. K. Qin, Y. Wu, L. Xing

Pages: 241 - 255

18) A Landscape-Aware Differential Evolution for Multimodal Optimization Problems

Author(s): G. -Y. Lin, Z. -G. Chen, C. Liu, Y. Jiang, S. Kwong, J. Zhang, Z. -H. Zhan

Pages: 256 - 270

19) An Indicator-Based Evolutionary Algorithm for Large-Scale Constrained Multiobjective Optimization

Author(s): X. Zhong, X. Yao, K. Qiao, D. Gong, Y. Jin

Pages: 271 - 285

20) Exploring the Performance-Reproducibility Trade-Off in Quality-Diversity

Author(s): M. Flageat, H. Janmohamed, B. Lim, A. Cully

Pages: 286 - 295

21) Bilevel Evolutionary Multiobjective Algorithm With Multiple Lower-Level Search Modes

Author(s): N. Yang, H. -L. Liu

Pages: 296 - 310

22) Runtime Analysis of the Compact Genetic Algorithm on the LeadingOnes Benchmark

Author(s): M. Chwiałkowski, B. Doerr, M. Stefan Krejca

Pages: 311 - 320

23) Learning-Assisted Search Path Reconstruction Empowers Evolution Algorithm for Optimization

Author(s): Y. Song, K. Wang, Z. -H. Zhan, Z. Lei, S. Gao

Pages: 321 - 332

24) Light-EvoOPT: A Lightweight Evolutionary Optimization Framework for Ultralarge-Scale Mixed Integer Linear Programs

Author(s): H. Ye, H. Xu, C. A. Coello Coello

Pages: 333 - 347

25) Tree Structured Cooperative Coevolutionary Genetic Algorithm for Fragment Reconstruction

Author(s): X. -Y. Zhang, J. -H. Yang, Y. -J. Gong, Z. -H. Zhan, J. Zhang

Pages: 348 - 362

26) Adapting Rule Representation With Four-Parameter Beta Distribution for Learning Classifier Systems

Author(s): H. Shiraishi, Y. Hayamizu, T. Hashiyama, K. Takadama, H. Ishibuchi, M. Nakata

Pages: 363 - 377

27) Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path

Author(s): A. Khan, K. Deb

Pages: 378 - 392

28) Evolutionary Multitask Framework With Bi-Knowledge Transfer for Multimodal Optimization Problems

Author(s): H. Zhao, X. -H. Ning, J. -Y. Li, J. Liu

Pages: 393 - 407

29) Investigating Adaptive Population Control Strategies With Cumulative Step-Size Adaptation

Author(s): A. Omeradzic, H. -G. Beyer

Pages: 408 - 419

30) Bridging Evolutionary Multiobjective Optimization and GPU Acceleration via Tensorization

Author(s): Z. Liang, H. Li, N. Yu, K. Sun, R. Cheng

Pages: 420 - 434

31) Characterizing the Feature Space Transformations Produced by Genetic Programming Using the Optimal Transport Dataset Distance

Author(s): L. Trujillo, J. Nation

Pages: 435 - 447

Friday, January 30, 2026

Weekly Review 30 January 2026

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast, and Bluesky):

1. Starlink will use your personal data to train AI models unless you opt out: https://www.extremetech.com/internet/psa-starlink-now-uses-customers-personal-data-for-ai-training
2. AI are too prone to hallucination for me to trust them to write review articles: https://spectrum.ieee.org/scientific-research
3. A majority of CEOs aren't seeing any payoff from AI: https://www.theregister.com/2026/01/20/pwc_ai_ceo_survey/
4. Plasmons could reduce the power requirements of computing and make AI more energy efficient: https://spectrum.ieee.org/plasmon-computing-device
5. No, AI will not put an end to immigration: https://www.theregister.com/2026/01/21/palantir_ceo_karp_claims_ai/
6. Companies are finally starting to consider communities more when they plan AI data centres: https://www.theregister.com/2026/01/21/stargate_openai_community_plans/
7. The most significant barrier to adopting AI is a lack of preparedness, but this can be solved: https://www.hpcwire.com/bigdatawire/2026/01/21/new-study-shows-how-to-close-the-ai-readiness-gap-with-trusted-data-and-talent/
8. I wish more people in AI understood more about statistics: https://www.kdnuggets.com/7-statistical-concepts-every-data-scientist-should-master-and-why
9. Delving into the details of why AI switch between helpful and harmful: https://www.theregister.com/2026/01/20/ai_demon_vs_assistant/
10. The CIO's role is rolling out AI: https://www.informationweek.com/machine-learning-ai/cio-role-in-unlocking-strategic-value-how-to-determine-and-implement-ai-use-cases
11. MCP is rapidly shaping up to be the standard for inter-model connectivity for AI: https://www.techtarget.com/searchbusinessanalytics/news/366637466/GoodData-launches-MCP-server-to-fuel-AI-powered-analysis
12. After Wikipedia spent years cataloging all of the indicators of AI, one guy releases a plugin that avoids them all: https://arstechnica.com/ai/2026/01/new-ai-plugin-uses-wikipedias-ai-writing-detection-rules-to-help-it-sound-human/
13. Which AI is better, Gemini or ChatGPT? https://arstechnica.com/features/2026/01/has-gemini-surpassed-chatgpt-we-put-the-ai-models-to-the-test/
14. Can encryption really protect the institutional data that is embedded in AI? https://www.theregister.com/2026/01/21/nadella_ai_sovereignty_wef/
15. Can AI actually improve students' thinking? https://www.insidehighered.com/opinion/career-advice/teaching/2026/01/15/how-ai-exploding-our-illusions-rigor-opinion
16. Why AI are still vulnerable to prompt injection attacks: https://spectrum.ieee.org/prompt-injection-attack
17. AI can help academics publish more papers, but the papers are less innovative: https://spectrum.ieee.org/ai-science-research-flattens-discovery
18. AI bubble? What AI bubble? https://www.theregister.com/2026/01/22/future_ai_jobs_tech_bigshots/
19. AI coding agents can do a lot, but they still need experienced developers to get the most out of them: https://arstechnica.com/information-technology/2026/01/10-things-i-learned-from-burning-myself-out-with-ai-coding-agents/
20. There needs to be clarity on who is responsible for the harm caused by AI: https://www.theregister.com/2026/01/20/treasury_committee_ai/
21. AI agents will continue to pose a security threat: https://www.theregister.com/2026/01/21/davos_ai_agents_security/
22. AI is not having a good impact on students: https://www.insidehighered.com/news/faculty-issues/teaching/2026/01/21/survey-faculty-say-ai-impactful-not-good-way
23. Most organisations that deploy AI do not see an increase in revenue: https://www.theregister.com/2026/01/21/deloitte_enterprises_adopting_ai_revenue_lift/
24. The skills in AI you need to have on entering the job market: https://www.computerworld.com/article/4117602/what-ai-skills-job-seekers-need-to-develop-in-2026.html
25. Critical thinking is an essential skill for students who use AI to summarise literature: https://www.insidehighered.com/opinion/career-advice/2026/01/21/how-higher-ed-can-adjust-ai-answer-economy-opinion
26. There is still a shortage of workers skilled in AI: https://www.hpcwire.com/bigdatawire/2026/01/20/the-ai-skills-gap-is-not-what-companies-think-it-is/
27. AI chatbots need to engage with learners, not just talk at them: https://www.insidehighered.com/opinion/columns/online-trending-now/2026/01/21/affective-intelligence-artificial-intelligence
28. Is using AI as a therapist really that bad? https://www.theguardian.com/commentisfree/2026/jan/21/italy-using-ai-therapists-mental-health

IEEE Transactions on Emerging Topics in Computational Intelligence Volume 10, Issue 1, February 2026

1) Artificial Human Intelligence: The Role of Humans in the Development of Next Generation AI

Author(s): S. S. Arslan

Pages: 4 - 20

2) Security Risks of AI/ML With a Focus on Reinforcement Learning: A Review and Perspectives From Grid Applications

Author(s): K. -B. Kwon, S. Mukherjee, R. R. Hossain, V. Adetola

Pages: 21 - 35

3) Structure-Based Robust Fractal Graph Neural Network with Molecular Fingerprint BERT for Molecular Property Prediction

Author(s): Y. Dong, M. Xu, L. Tang

Pages: 36 - 50

4) YOLO-ITC: A New YOLO Method for Instance Segmentation of Individual Tree Crowns

Author(s): Z. Sun, B. Xue, M. Zhang, J. Schindler

Pages: 51 - 65

5) Evolutionary Multitasking With Self-Learning and Multi-Scale Transfer for Point Cloud Registration

Author(s): Y. Wu, B. Xiang, Y. Liu, P. Gong, M. Gong, Q. Miao, W. Ma

Pages: 66 - 79

6) FastGCNet: A Fast Geometric Constructive Neural Network for the Industrial IoT Data Analysis

Author(s): J. Nan, Y. Qin, A. Arunan, U. -X. Tan, W. Dai, C. Yuen

Pages: 80 - 90

7) A Lightweight Model for Fast and Detail-Preserving Human Segmentation in Video

Author(s): X. Zhang, L. Yao, F. Zeng

Pages: 91 - 104

8) Noise Perception Self-Supervised Learning for Unsupervised Person Re-Identification

Author(s): J. Wang, J. Wen, W. Ding, C. Yu, X. Zhu, Z. Wang

Pages: 105 - 115

9) Planning-Assisted Context-Sensitive Autonomous Shepherding of Dispersed Robotic Swarms in Obstacle-Cluttered Environments

Author(s): J. Liu, H. Singh, S. Elsayed, R. Hunjet, H. A. Abbass

Pages: 116 - 129

10) Multi-Dimensional Information Representation for Offensive Language Detection

Author(s): P. Yang, B. Li, H. Zhao, H. Huang, D. O. Wu

Pages: 130 - 141

11) Clustering Irregular Data Streams With Fuzzy Induction

Author(s): J. W. Sangma, V. Pal, Yogita, G. Singal, S. Das

Pages: 142 - 154

12) DP-PSSI: Data-Driven Prior for Pharmaceutical Snapshot Spectral Imaging

Author(s): X. Su, J. Mao, Y. Wang, H. Zhang, Y. Chen

Pages: 155 - 167

13) Fully Distributed Formation Control of Autonomous Surface Vessels via Non-Cooperative Game Approach

Author(s): J. Ren, G. Wen, X. Fang, T. Huang

Pages: 168 - 180

14) Feature Diversity Learning for a Compact CNN Module

Author(s): H. Zhang, H. Hu, D. Zhou, B. Cao, X. Zhang

Pages: 181 - 190

15) STAFusion: An Adversarial Learning Network for Infrared and Visible Image Fusion via Swin Transformer

Author(s): Y. Zhai, B. Song, J. Cheng, A. Dong, G. Lv

Pages: 191 - 205

16) Learnable-Parameters-Incorporated Neural Dynamics for Time-Dependent System of Linear Equations

Author(s): M. Liu, K. Ruan, K. Zhang, L. Chen, D. Wang, L. Jin

Pages: 206 - 216

17) Dynamic Semantic Complementary Network for Zero-Shot Learning

Author(s): S. Chen, S. Chen, Z. Hong, Y. Shao, X. You

Pages: 217 - 230

18) Weakly-Supervised Liver Lesion Detection in CT Images Using Adversarial Networks

Author(s): H. Li, Y. Iwamoto, X. Han, L. Lin, R. Tong, H. Hu, S. Kanasaki, Y. -W. Chen

Pages: 231 - 242

19) Cross-Domain RGB-to-Event Image Translation Using Spiking Neurons for Eye Detection

Author(s): B. Kang, D. Kang

Pages: 243 - 256

20) PPD-IQA: A Bottom-Up and Top-Down Combined Approach for Blind Image Quality Assessment via Prototype-Prompted Disentangling

Author(s): H. Wang, Z. Zhang, Z. Yang, G. Wang, Y. Zhang

Pages: 257 - 270

21) FGCNet: Face Geometry-Constrained Network for Face Point Cloud Completion

Author(s): M. Lei, H. Song, T. Fu, D. Xiao, J. Fan, D. Ai, Y. Gu, J. Yang

Pages: 271 - 285

22) Towards Reliable Tracking: An Uncertainty-Aware Siamese Tracker

Author(s): J. Ma, X. Lan, Q. Liang, G. Li, Z. Mo, B. Zhong

Pages: 286 - 299

23) FU-PA: Federated Unlearning via Parameters Adjustment

Author(s): W. Zeng, S. Chen, X. Li, S. Chen

Pages: 300 - 311

24) Adaptive Thresholding in EEG Artifact Removal Through Multimodal Fusion: A Multimodal Artifact Subspace Reconstruction Approach

Author(s): W. You, R. Yang, C. Qin, M. Huang, Z. Wang

Pages: 312 - 322

25) Graph Diffusion Enhanced Contrastive Representation Learning on Topology and Feature Space for Community Detection

Author(s): L. Zhang, F. Sun, Z. Wu, W. Zhang, H. Yang, P. Zhou

Pages: 323 - 335

26) PFEAL: A Novel Framework for Image Anomaly Detection Using Pre-Trained Feature Extraction and Activation Learning

Author(s): F. Ding, B. Li, H. Liu, C. Lyu, X. Ben, H. Zhou

Pages: 336 - 347

27) Expensive Many-Objective Evolutionary Optimization With a Self-Adaptive Surrogate Model

Author(s): X. Liu, C. Sun, Y. Jin, A. Hayat

Pages: 348 - 357

28) MAPLE: A Modularized Framework for Learning-Based Planners to Integrate Prediction

Author(s): Z. Wen, Z. Zhou, X. Chen, J. Wang, Y. -H. Li, Y. -K. Huang

Pages: 358 - 368

29) Heterogeneity-Aware Federated Graph Neural Networks for Incomplete Multi-View Clustering

Author(s): X. Yan, Z. Wang, Y. Jin

Pages: 369 - 381

30) Micro-Fracture Detection in Photovoltaic Cells With Hardware-Constrained Devices and Computer Vision

Author(s): B. V. Faassen, J. Serrano, P. D. Rosero-Montalvo

Pages: 382 - 389

31) Towards Physics-Informed Cyclic Adversarial Multi-PSF Lensless Imaging

Author(s): A. Banerjee, S. Singh

Pages: 390 - 400

32) Diverse-Feature Hierarchical Fusion Learning for Visible-Infrared Person Re-Identification

Author(s): S. Chan, W. Meng, Z. Li, J. Hu, X. Zhou

Pages: 401 - 411

33) EdgeNet: Empowering Edge Device Performance by Leveraging Clustered Networks for Optimal Memory Management With Platform-Awareness

Author(s): P. Verma, C. Pal, P. Sasmal, K. Z. Najiya, A. Acharyya

Pages: 412 - 424

34) Deep Reinforcement Learning for Traveling Purchaser Problems

Author(s): H. Yuan, R. Zhu, W. Yang, S. Song, K. You, W. Fan, C. L. P. Chen

Pages: 425 - 439

35) Evolutionary Multitasking Optimization With Dual-Space Similarity Assisted Knowledge Transfer

Author(s): C. Tian, Z. Ren, M. Wang

Pages: 440 - 453

36) SFTT: A Spatial-Frequency-Temporal-Based End-to-End Transformer for Heart Rate Estimation

Author(s): R. Dey, S. Palaiahnakote, S. Bhattacharya, U. Pal, S. Chanda

Pages: 454 - 467

37) Global and Local Attention-Based Multiscale Prototypical Network for Few-Shot Learning

Author(s): Q. Yu, Y. Wang

Pages: 468 - 479

38) Event-Triggered Formation Control for Unknown Nonlinear Iterative Multi-Agent Systems: Utilizing Memristive Programming Neural Networks

Author(s): Q. Shi, X. Huang, Z. Wang

Pages: 480 - 492

39) Incentive Mechanism for Heterogeneous Federated Learning With Budget Constraint

Author(s): W. Xu, X. Wang, W. W. Y. Ng, K. Liu

Pages: 493 - 506

40) Distributed Hierarchical Optimized Control for CPSs Under DoS Attacks and Mismatched Disturbances via Reinforcement Learning

Author(s): Y. Liu, X. Xie, X. -G. Guo, J. Sun

Pages: 507 - 518

41) A Variable-Type Fuzzy System Approach Based on High-Confidence Pseudo-Labels for Semi-Supervised Regression

Author(s): T. Zhao, K. Wen

Pages: 519 - 530

42) REDARTS: Regressive Differentiable Neural Architecture Search for Exploring Optimal Light Field Disparity Estimation Network

Author(s): A. Hassan, M. Sjöström, T. Zhang, K. Egiazarian

Pages: 531 - 542

43) Uncertainty-Aware Neighbor Calibration for Positive and Unlabeled Learning in Large Machine Learning Models

Author(s): M. I. Zulfiqar, A. Khalid, L. Chen, S. Dhelim

Pages: 543 - 556

44) AVNPSO: Hyperparameter Optimization of Encoder-Decoder Networks for Image Segmentation

Author(s): J. Zhao, J. Fan, J. Wang

Pages: 557 - 570

45) Quantum Option Profit and Loss Encoding for Risk Assessment

Author(s): J. Shi, B. Yuan, Y. Lu, S. Zhang, X. Li

Pages: 571 - 582

46) New Recurrent Neural Network for Different-Level Sylvester Matrix Equation System: A Direct Discrete Architecture Perspective

Author(s): H. Zhang, J. Wang, X. Cao, D. K. Gerontitis, Y. Shi

Pages: 583 - 593

47) From Wasserstein to Maximum Mean Discrepancy Barycenters: A Novel Framework for Uncertainty Propagation in Model-Free Reinforcement Learning

Author(s): S. Roy, S. Saha, S. Das

Pages: 594 - 606

48) Unifying Spatial and Semantic Augmentation Strategies for Cross-Domain Semi-Supervised Medical Image Segmentation

Author(s): H. Lai, Y. Luo, J. Lu

Pages: 607 - 620

49) Multi-Modal Data Fusion Approach for Real-Time Monitoring of Industrial Equipment

Author(s): D. Zhang, W. Yu, Q. Xu, T. Chai

Pages: 621 - 631

50) An Adaptive Constraint Relaxation Strategy Based Coevolutionary Algorithm for Constrained Multi-Objective Optimization

Author(s): R. Wang, W. Huang, W. Li, X. Tang, T. Zhang, L. Wang

Pages: 632 - 646

51) A Novel Approach for Pruning Training Spaces in Ensemble Classifiers

Author(s): L. P. Yulianti, A. Trisetyarso, J. Santoso, K. Surendro

Pages: 647 - 659

52) FedSD: A Communication-Efficient Federated Learning Method With Scaled Stochastic Quantization and Dynamic Caching Mechanism

Author(s): X. Yu, Z. Gao, C. Zhao, Y. Qiao, Y. Lin, Z. Mo, Y. Yang

Pages: 660 - 675

53) Genetic Programming for Explainable Manifold Learning

Author(s): B. Cravens, A. Lensen, P. Maddigan, B. Xue

Pages: 676 - 688

54) Dynamic Multivariation Multifactorial Evolutionary Algorithm for Large-Scale Multiobjective Optimization

Author(s): J. Jiang, P. Tong, H. Wang, J. Hong, Z. Liu, B. Su, F. Han

Pages: 689 - 704

55) Density-Based Online Concept Evolution Detection in Streaming Features

Author(s): P. Zhou, H. Yu, Y. Yan, X. Wu

Pages: 705 - 720

56) Learning Unbiased Cluster Descriptors for Interpretable Imbalanced Concept Drift Detection

Author(s): Y. Zhang, Z. Huang, M. Zhao, C. Zhang, Y. Lu, Y. Ji, F. Gu, A. Zeng

Pages: 721 - 734

57) Weighted High-Frequency SpAce GeneraTive ModEl (W-FATE): Application in High-Resolution Single-Shot T2 Mapping via Multi-Echo-Train Multiple Overlapping-Echo Acquisition

Author(s): C. Wang, Y. Lin, Q. Yang, L. Fan, M. Ye, Z. Wu, C. Cai, S. Cai

Pages: 735 - 746

58) Inconsistency-Aware Graph Convolutional Networks for Multi-View Classification

Author(s): Q. Teng, K. Liu, X. Yang, M. Li

Pages: 747 - 760

59) Low-Light Image Enhancement via Global-Local Collaborative Transformer

Author(s): C. She, F. Han, F. Pan, S. Duan, T. Huang, L. Wang

Pages: 761 - 775

60) Genetic-Algorithm-Optimized Fuzzy Zeroing Dynamics for Visual Servoing of Robot-Camera Systems Without Modeling and Calibration

Author(s): N. Tan, P. Yu, S. Liang, W. Yu, X. Gu, Y. Wu

Pages: 776 - 788

61) Multiobjective Hierarchical Reinforcement Learning for Plant-Wide Optimization of Bayer Process

Author(s): Y. Yao, J. Ding, X. Dai

Pages: 789 - 800

62) Distributed Swarm Attention Learning Optimizer With Sensitive Search Transition for Large-Scale Optimization

Author(s): Z. Wu, W. Song, X. Zhao, Y. Guo, S. Yang

Pages: 801 - 814

63) TFT-CPI: A Novel Feature-Enhanced Model for Compound-Protein Interaction Prediction Based on Topology and Fractal Theory

Author(s): Y. Dong, M. Xu, L. Tang

Pages: 815 - 829

64) QGHNN: A Quantum Graph Hamiltonian Neural Network

Author(s): W. Wang, J. Shi, N. Guan, S. Zhang, X. Li

Pages: 830 - 843

65) Hierarchical Artifact Removal for Encoded Point Clouds With Very Low Bitrate G-PCC Octree

Author(s): R. Tu, G. Jiang, Z. Zhu, Y. Chen, T. Luo, Y. Zhang, M. Yu

Pages: 844 - 857

66) Benchmarking Deep Legendre-SNN for Time Series Classification – Analysis and Enhancements

Author(s): R. Gaurav, S. Agarwal, T. C. Stewart, Y. Yi

Pages: 858 - 869

67) BLTOO-MFFL: Automated and Adversarially Robust Deep Learning for SAR Image Classification by Bi-Level Three-Objective Optimization and Multi-Feature Fusion Loss

Author(s): Y. Zhang, G. -Q. Zeng, K. -D. Lu, M. -R. Chen, G. -G. Geng, J. Weng

Pages: 870 - 887

68) A Monetization Predictive Model for Marketing Campaigns on E-Commerce Service Platforms Based on Hidden Information

Author(s): M. Huang, Y. Xiao, X. Guo, Q. Zhang, Y. Huang

Pages: 888 - 899

69) Multidimensional Hesitant Fuzzy Transformer Networks: A Deep Learning Approach for Intelligent Medical Diagnosis

Author(s): W. Zhou, C. Zhang, Z. Xu

Pages: 900 - 912

70) Multi-Scale and Multi-Contrast Magnetic Resonance Image Super-Resolution Reconstruction

Author(s): X. Wang, Z. Zhong, L. Huang, J. Hu

Pages: 913 - 925

71) PillarCoder: An Efficient and Lightweight Attention Network With Pillarization for Point Cloud Learning

Author(s): K. Qu, P. Gao, Q. Dai, L. Zhang, Y. Sun, X. Hua, M. Paul

Pages: 926 - 937

72) An Improved Reference Point-Based Evolutionary Algorithm for Dynamic Multi-Objective Optimization With Preferences

Author(s): Z. Hou, J. Zou, Y. Xia, L. Gao, Y. Liu, S. Yang

Pages: 938 - 951

73) Differentially Private Online Convex Optimization With Long-Term Constraints via Gaussian Mechanism and Virtual Queue

Author(s): L. Chen, P. Zhou, X. Ding, H. Xu, J. C. S. Lui

Pages: 952 - 966

74) Multi-Scale Shapley Adaptation Pruning: Realizing Backdoor Defense in Brain-Computer Interface With Shapley-Value-Based Neural Network Pruning

Author(s): F. Li, R. Yang, H. Cheng, M. Huang, F. Zhang, F. E. Alsaadi, Z. Wang

Pages: 967 - 981

75) Lightweight Multimodal Feature Fusion and Spatiotemporal Learning for Human Action Recognition on Edge Devices

Author(s): S. Biswas, A. Nandy, A. K. Naskar

Pages: 982 - 995

76) Indeterminacy-Driven Trade-Off in Reinforcement Learning on Neutrosophic Fuzzy Hypergraphs for Explainable Item Recommendation With Path-Compliant Rewards

Author(s): M. P. Shareef, B. R. Jose, J. Mathew, R. P. B.

Pages: 996 - 1008

77) Low-Rank Outlier-Robust Fuzzy Clustering With Adaptive Intrinsic Structure Preservation

Author(s): Y. Wang, L. Chen, J. Zhou, C. Zhang, Z. Shi, G. Feng

Pages: 1009 - 1024

78) On-Policy Machine Learning Based-Disturbance Rejection Control for Grid-Tied PEC9 Inverter Under Parameters Mismatch and Distorted Grid Voltage

Author(s): A. Fathollahi, M. Gheisarnejad, M. Sharifzadeh, E. Laurendeau, B. Andresen, K. Al-Haddad

Pages: 1025 - 1037

79) Deep Neural Networks Internal Representation via Neuron Community Exploration

Author(s): G. Lan, S. Xiao, J. Yang, W. Lu, Q. Meng, X. Gao

Pages: 1038 - 1049

80) Bi-Objective Optimization for Time-Dependent Preference-Driven Route Planning

Author(s): L. Gao, F. Chu, C. Chen

Pages: 1050 - 1068

Friday, January 23, 2026

Weekly Review 23 January 2026

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast, and Bluesky):

1. The project to poison the data being scraped to train AI: https://www.theregister.com/2026/01/11/industry_insiders_seek_to_poison/
2. Patients can't always express that they are in pain. AI can help to detect if they are: https://spectrum.ieee.org/machine-learning-measure-pain-surgery
3. Anthropic has adapted its coding AI to do non-coding tasks: https://dataconomy.com/2026/01/13/anthropics-cowork-brings-developer-grade-ai-agents-to-non-coders/
4. Training an AI on fraudulent government loans: https://www.theregister.com/2026/01/14/feds_antifraud_ai_covid_loans/
5. Make people the centre of the efforts to include AI in your organisation: https://www.computerworld.com/article/4115676/ai-backlash-forces-a-reality-check-humans-are-as-important-as-ever.html
6. While students can benefit from using AI, the costs of accessing the services can be a barrier for some: https://www.insidehighered.com/opinion/views/2026/01/14/hidden-tax-students-pay-your-ai-strategy-opinion
7. Any information from an AI needs to be verified by a human, especially before it is used to make a decision: https://arstechnica.com/ai/2026/01/deny-deny-admit-uk-police-used-copilot-ai-hallucination-when-banning-football-fans/
8. AI guardrails are pretty easy to defeat, and the companies running the AI don't have a lot of incentive to improve them: https://dataconomy.com/2026/01/16/us-senate-slams-tech-giants-over-failing-deepfake-guardrails/
9. Missing data can complicate training AI. Imputation methods can help fill the gaps:  https://www.kdnuggets.com/we-tried-5-missing-data-imputation-methods-the-simplest-method-won-sort-of
10. Is it surprising that the head of the company that makes the most hardware for AI is against AI regulation? https://dataconomy.com/2026/01/12/nvidia-ceo-jensen-huang-slams-doomsday-ai-narratives/
11. An older article but an important one - AI code generators are getting worse: https://spectrum.ieee.org/ai-coding-degrades
12. There is now a script to remove AI from Windows: https://www.theregister.com/2026/01/13/script_removes_ai_from_windows/
13. Bandcamp bans AI generated music from its platform: https://arstechnica.com/ai/2026/01/bandcamp-bans-purely-ai-generated-music-from-its-platform/
14. The bigger the AI bubble gets, the greater the pain when it bursts: https://arstechnica.com/ai/2026/01/tsmc-says-ai-demand-is-endless-after-record-q4-earnings/
15. AI could wipe out more than 10 million US jobs - but probably won't: https://www.theregister.com/2026/01/13/ai_us_jobs_2030/
16. Women will continue to be victimised by AI without proper safeguards: https://www.theguardian.com/technology/2026/jan/14/use-of-ai-to-harm-women-has-only-just-begun-experts-warn
17. Class imbalances and overfitting are real problems when training AI. Some way s to address these problems: https://www.kdnuggets.com/avoiding-overfitting-class-imbalance-feature-scaling-issues-the-machine-learning-practitioners-notebook
18. Guardrails around most AI are easily defeated, I don't think grok would be any different: https://www.rnz.co.nz/news/world/584073/x-to-change-ai-chatbot-grok-after-outrage-over-sexual-deepfake-images
19. An AI can help with supermarket shopping, but how much will it change people's shopping habits? https://www.rnz.co.nz/news/world/584335/when-your-supermarket-shops-for-you-what-woolworths-ai-upgrade-really-means
20. More money being spent on AI with little apparent idea of what to do with it: https://www.theregister.com/2026/01/12/meta_compute/
21. I think it is a really bad idea to put a commercial AI onto classified military networks: https://arstechnica.com/ai/2026/01/hegseth-wants-to-integrate-musks-grok-ai-into-military-networks-this-month/
22. Yet another AI agent that harvests its users data to "help" them: https://www.techtarget.com/searchcustomerexperience/news/366637263/Slackbots-agentic-AI-makeover-gives-users-their-copilot
23. The pros and cons of using AI to set your goals: https://www.theguardian.com/wellness/2026/jan/15/ai-life-coach
24. Spending on AI data centres keeps climbing, and still no return for it: https://www.theregister.com/2026/01/14/ai_investment/

Thursday, January 22, 2026

IEEE Transactions on Artificial Intelligence, Volume 7, Issue 1, January 2026

1) A Systematic Review on Quantum Machine Learning Applications in Classification

Author(s): Ehsan Mohammadisavadkoohi, Niusha Shafiabady, James Vakilian

Pages: 4 - 21

2) Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence

Author(s): Timothy R. McIntosh, Teo Susnjak, Nalin Arachchilage, Tong Liu, Dan Xu, Paul Watters, Malka N. Halgamuge

Pages: 22 - 39

3) A Review: Recent Advancements in Online Private Mode Multiobject Tracking

Author(s): Shavantrevva Bilakeri, Karunakar A. Kotegar

Pages: 40 - 59

4) A Survey on Deep Learning-Based Chinese Font Style Transfer

Author(s): Zheyong Ren, Yuhan Pan, Jieyan Chen, Lin Zhao, Ming Liao, Xuecheng Qian, Wei Gong

Pages: 60 - 75

5) A Hierarchical Deep Reinforcement Learning Strategy for Collective Pursuit-Evasion Game With Partial Observations

Author(s): Xiaoxiao Wang, Peng Yi, Yiguang Hong

Pages: 76 - 90

6) CORT: Class-Oriented Real-Time Tracking for Embedded Systems

Author(s): Edoardo Cittadini, Alessandro De Siena, Giorgio Buttazzo

Pages: 91 - 102

7) Mitigating Bias in Opportunistic Screening for MACE With Causal Reasoning

Author(s): Jialu Pi, Juan Maria Farina, Chieh-Ju Chao, Chadi Ayoub, Reza Arsanjani, Imon Banerjee

Pages: 103 - 111

8) Evidential Reasoning Rule Learning

Author(s): Zhiguo Zhou, Hui Liu

Pages: 112 - 121

9) Unsupervised Domain Adaptation With Source Data for Estimating Occupancy and Recognizing Activities in Smart Buildings

Author(s): Jawher Dridi, Manar Amayri, Nizar Bouguila

Pages: 122 - 135

10) Derivation of Back-Propagation for Graph Convolutional Networks Using Matrix Calculus and Its Application to Explainable Artificial Intelligence

Author(s): Yen-Che Hsiao, Rongting Yue, Abhishek Dutta

Pages: 136 - 145

11) Role-Based One-Hop Neighborhood Representation for Link Sign Prediction in Signed Directed Networks

Author(s): Zhihong Fang, Shaolin Tan, Qiu Fang, Zhe Li, Qing Gao

Pages: 146 - 156

12) TransHD: Spatial Transformer Features Extraction for HDC Synergetic Learning

Author(s): Eman Hassan, Meriem Bettayeb, Yasmin Halawani, Paul R. Genssler, Huruy Tesfai, Yahya Zweiri, Hussam Amrouch, Leontios J. Hadjileontiadis, Hani Saleh, Baker Mohammad

Pages: 157 - 171

13) An Inversion-Free Fuzzy Zeroing Neural Network Under Adaptive Input Range Fuzzy Scheme: Design, Analysis, and Application

Author(s): Lin Xiao, Dan Wang, Qiuyue Zuo, Haibing Fan, Hang Cai

Pages: 172 - 184

14) Ranking Time-Frequency Contrastive Learning for Multivariate Time Series Classification

Author(s): Jidong Yuan, Lingyin Zhang, Weiqiang Jia, Jia Guo, Haiyang Liu, Jinfeng Wang

Pages: 185 - 194

15) Leveraging Long-Term Multivariate History Representation for Time Series Forecasting

Author(s): Huiliang Zhang, Di Wu, Arnaud Zinflou, Stephane Dellacherie, Mouhamadou Makhtar Dione, Benoit Boulet

Pages: 195 - 209

16) SRLinear: Lightweight Long-Term Time Series Forecasting via Symbolic Regression

Author(s): Hongbo Zhao, Hengzhe Zhang, Chutian Tian, Zhi Wei, Aimin Zhou

Pages: 210 - 224

17) Spatio-Temporal Mamba Dynamic Graph Convolutional Recurrent Network for Traffic Prediction

Author(s): Xiaoyan Zhang, Yongqin Zhang, Xiangfu Meng

Pages: 225 - 238

18) Leveraging Rationality Labels for Explainable Claim Check-Worthiness

Author(s): Megha Sundriyal, Md Shad Akhtar, Tanmoy Chakraborty

Pages: 239 - 249

19) Boosting Time-Series Domain Adaptation via A Time-Frequency Consensus Framework

Author(s): Wenmian Yang, Mohamed Ragab, Min Wu, Sinno Jialin Pan, Guosheng Lin, Weijia Jia, Zhenghua Chen

Pages: 250 - 261

20) Robust Peer-to-Peer Federated Learning With Deep Reinforcement Learning Based Client Selection Against Data Poisoning Attacks

Author(s): Keyvan Kazemi, Mohammad Hossein Badiei, Hamed Kebriaei

Pages: 262 - 271

21) Unveiling the Convergence Dynamics of a Graph Recommender System

Author(s): Adrien Njanko, Danda B. Rawat

Pages: 272 - 284

22) Minimal Neuron Circuits—Part II: Integrators

Author(s): Amr Nabil, T. Nandha Kumar, Haider Abbas F. Almurib

Pages: 285 - 296

23) Nuclei Segmentation Using Multiheaded U-Net and Shearlet-Based Unsharp Masking

Author(s): Shivam Mishra, Amit Vishwakarma, Anil Kumar

Pages: 297 - 307

24) QSVM-QNN: Quantum Support Vector Machine Based Quantum Neural Network Learning Algorithm for Brain–Computer Interfacing Systems

Author(s): Bikash K. Behera, Saif Al-Kuwari, Ahmed Farouk

Pages: 308 - 320

25) Modeling Deep Unfolded Quantum Machine Learning Framework

Author(s): Shanika Iroshi Nanayakkara, Shiva Raj Pokhrel

Pages: 321 - 331

26) COSMIC: A Novel Contextualized Orientation Similarity Metric Incorporating Consistency for NLG Assessment

Author(s): Hadi Al Khansa, Mariette Awad

Pages: 332 - 346

27) IT2-ENFIS: Interval Type-2 Exclusionary Neuro-Fuzzy Inference System, an Attempt Toward Trustworthy Regression Learning

Author(s): Chuan Xue, Jianli Gao, Zhou Gu

Pages: 347 - 361

28) A Novel Multiscale Dynamic Graph Convolutional Network for Traffic Data Cognition

Author(s): Jiyao An, Zhaohui Pu, Qingqin Liu, Lei Zhang, Md Sohel Rana

Pages: 362 - 374

29) Boosting 3-D Point Cloud Registration by Orthogonal Self-Ensemble Learning

Author(s): Mingzhi Yuan, Ao Shen, Yingfan Ma, Jie Du, Qiao Huang, Manning Wang

Pages: 375 - 384

30) MALADY: Multiclass Active Learning With Auction Dynamics on Graphs

Author(s): Gokul Bhusal, Kevin Miller, Ekaterina Merkurjev

Pages: 385 - 398

31) Distributed Generative Model: A Data Synthesizing Framework for Multisource Heterogeneous Data

Author(s): Zuobin Xiong, Wei Li, Yingshu Li, Zhipeng Cai

Pages: 399 - 411

32) ICQ-TransE: LLM-Enhanced Image-Caption-Question Translating Embeddings for Knowledge-Based Visual Question Answering

Author(s): Heng Liu, Boyue Wang, Xiaoyan Li, Yanfeng Sun, Yongli Hu, Baocai Yin

Pages: 412 - 425

33) Causal Disentanglement for Tackling Popularity Bias in Sequential Recommendation

Author(s): An-An Liu, Yadong Zhao, Xin Wen, Rihao Chang, Weizhi Nie

Pages: 426 - 438

34) FG-KD: A Novel Forward Gradient-Based Framework for Teacher Knowledge Augmentation

Author(s): Yang Yang, Chao Wang, Lei Gong, Min Wu, Zhenghua Chen, Xuehai Zhou

Pages: 439 - 454

35) pFedBL: Federated Bayesian Learning With Personalized Prior

Author(s): Xinhui Yu, Arvin Tashakori, Liang Zou, Z. Jane Wang

Pages: 455 - 470

36) Soft Parameter Sharing Model for Cross-Problem Generalization in Vehicle Routing Problems

Author(s): Yang Wang, Ya-Hui Jia, Wei-Neng Chen, Yi Mei

Pages: 471 - 485

37) Contrastive Learning Based Collaborative Modeling of Heterogeneous Data for Few-Shot Fault Diagnosis

Author(s): Kai Zhong, Hengchang Zhu, Xiaoming Zhang, Darong Huang, Min Han

Pages: 486 - 496

38) Deep Variational Autoencoder-Based Parameter Learning of Bayesian Network With Multiple Latent Variables

Author(s): Xinran Wu, Kun Yue, Liang Duan, Hongbo Xie, Huashuai Liu

Pages: 497 - 511

39) NeuroCrypt: A Neuro Symbolic AI Ecosystem for Advanced Cryptographic Data Security and Transmission

Author(s): Tanish Singh Rajpal, Akshit Naithani

Pages: 512 - 521

40) Using Adversarial Training to Improve Uncertainty Quantification

Author(s): Kuan Huang, Meng Xu, Yingfeng Wang

Pages: 522 - 533

41) DIFF-FECG: A Conditional Diffusion-Based Method for Fetal ECG Extraction From Abdominal ECG

Author(s): Zhenqin Chen, Yiwei Lin, Qiong Luo, Jinshan Xu

Pages: 534 - 546

42) Successive Halving Based Online Ensemble Selection for Concept-Drift Adaptation

Author(s): Jobin Wilson, Santanu Chaudhury, Brejesh Lall

Pages: 547 - 561

43) Deep3BPP: Identification of Blood–Brain Barrier Penetrating Peptides Using Word Embedding Feature Extraction Method and CNN-LSTM

Author(s): Md. Ashikur Rahman, Md. Mamun Ali, Kawsar Ahmed, Imran Mahmud, Francis M. Bui, Li Chen, Mohammad Ali Moni

Pages: 562 - 570

44) Reduction of Class Activation Uncertainty With Background Information

Author(s): H. M. Dipu Kabir

Pages: 571 - 585

45) Exploring Topic Trends in COVID-19 Research Literature Using Nonnegative Matrix Factorization

Author(s): Divya Patel, Vansh Parikh, Om Patel, Agam Shah, Bhaskar Chaudhury

Pages: 586 - 595

46) Event-Triggered Quantization-Based Predefined-Time Adaptive Fuzzy Control for Quadrotor Trajectory Tracking

Author(s): Zhimin Zhou, Lin Zhao

Pages: 596 - 605

47) Retraction Notice: Quantum-Assisted Activation for Supervised Learning in Healthcare-Based Intrusion Detection Systems

Author(s): Nikhil Laxminarayana, Nimish Mishra, Prayag Tiwari, Sahil Garg, Bikash K. Behera, Ahmed Farouk

Pages: 606 - 606

Wednesday, January 21, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 1, January 2026

1) Privacy-Preserving Video Anomaly Detection: A Survey

Author(s): Yang Liu, Siao Liu, Xiaoguang Zhu, Hao Yang, Jielin Li, Juncen Guo, Liangyu Teng, Dingkang Yang, Yan Wang, Jing Liu

Pages: 2 - 21

2) SSPPI: Cross-Modality Enhanced Protein–Protein Interaction Prediction From Sequence and Structure Perspectives

Author(s): Xiangpeng Bi, Wenjian Ma, Huasen Jiang, Weigang Lu, Zhiqiang Wei, Shugang Zhang

Pages: 22 - 36

3) Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the Seven-Point Checklist

Author(s): Yuheng Wang, Tianze Yu, Jiayue Cai, Sunil Kalia, Harvey Lui, Z. Jane Wang, Tim K. Lee

Pages: 37 - 51

4) Fine-Grained Audio–Visual Event Localization

Author(s): Baoyu Fan, Lu Liu, Xiaochuan Li, Runze Zhang, Liang Jin, Jin Zhang

Pages: 52 - 66

5) DSPFL: A Deep-Layer Sign Sharing Personalized Federated Learning Scheme for Mitigating Poisoning Attacks

Author(s): Chenhao Xu, Nasrin Sohrabi, Youyang Qu, Hai Dong, Zahir Tari, Xun Yi

Pages: 67 - 81

6) Robust Missing Value Imputation With Proximal Optimal Transport for Low-Quality IIoT Data

Author(s): Hao Wang, Zhichao Chen, Yuan Shen, Hui Zheng, Degui Yang, Dangjun Zhao, Buge Liang

Pages: 82 - 94

7) Multiagent Inductive Policy Optimization

Author(s): Yubo Huang, Xiaowei Zhao

Pages: 95 - 106

8) Efficient High-Dimensional Learning With Adaptive Gaussian RBF Networks

Author(s): Xiaoyu Gao, Xuetao Xie, Jian Wang, Sergey V. Ablameyko, Nikhil R. Pal

Pages: 107 - 121

9) Recurrent Network Expansion for Class Incremental Learning

Author(s): Kai Jiang, Xueru Bai, Feng Zhou

Pages: 122 - 135

10) Contrastive Federated Learning for Graph Anomaly Detection

Author(s): Hui Fang, Yang Gao, Peng Zhang, Sheng Zhou, Hongyang Chen, Jiajun Bu, Haishuai Wang

Pages: 136 - 147

11) Robust PID-Type Iterative Learning Control for Nonlinear Square and Nonsquare Systems

Author(s): Kechao Xu, Bo Meng, Zhen Wang, Xia Huang

Pages: 148 - 160

12) Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning

Author(s): Teresa Salazar, João Gama, Helder Araújo, Pedro Henriques Abreu

Pages: 161 - 175

13) Toward an Effective Action-Region Tracking Framework for Fine-Grained Video Action Recognition

Author(s): Baoli Sun, Yihan Wang, Xinzhu Ma, Zhihui Wang, Kun Lu, Zhiyong Wang

Pages: 176-190

14) Expandable Residual Approximation for Knowledge Distillation

Author(s): Zhaoyi Yan, Binghui Chen, Yunfan Liu, Qixiang Ye

Pages: 191 - 203

15) Long-Tail Class Incremental Learning via Bias Calibration With Application to Continuous Fault Diagnosis

Author(s): Dongyue Chen, Zongxia Xie, Wenlong Yu, Qinghua Hu

Pages: 204 - 218

16) A Decomposition Optimization-Based Multiobjective Reinforcement Learning Algorithm for Obtaining Nonconvex Pareto Fronts

Author(s): Tianyang Li, Ying Meng, Lixin Tang

Pages: 219 - 232

17) Evidential Graph Contrastive Alignment for Source-Free Blending-Target Domain Adaptation

Author(s): Juepeng Zheng, Guowen Li, Yibin Wen, Jinxiao Zhang, Runmin Dong, Haohuan Fu

Pages: 233 - 246

18) Nesterov Accelerated Gradient Tracking With Adam for Distributed Online Optimization

Author(s): Yanxu Su, Qingyang Sheng, Xiasheng Shi, Chaoxu Mu, Changyin Sun

Pages: 247 - 260

19) Virtual Target-Oriented Neural Learning for Robust Optimal Tracking Control of Discrete Strict-Feedback Systems

Author(s): Ying Yan, Huaguang Zhang, Jiayue Sun, Zhongyang Ming

Pages: 261 - 273

20) Incremental Learning for Defect Segmentation With Efficient Transformer Semantic Complement

Author(s): Xiqi Li, Zhifu Huang, Ge Ma, Yu Liu

Pages: 274 - 283

21) Koopman-Driven Linearized Model-Based Offline Planning With Application to Freeway Ramp Metering

Author(s): Tao Zhou, Chuanye Gu, Chee Peng Lim, Jinlong Yuan

Pages: 284 - 298

22) Spatial–Temporal Diffusion Model for Matrix Factorization

Author(s): Chenxi Tian, Wenming Wu, Lingling Li, Xu Liu, Fang Liu, Wenping Ma, Licheng Jiao, Shuyuan Yang

Pages: 299 - 311

23) Bicriteria Policy Optimization for High-Accuracy Reinforcement Learning

Author(s): Guojian Zhan, Xiangteng Zhang, Feihong Zhang, Letian Tao, Shengbo Eben Li

Pages: 312 - 326

24) Adaptive Modality Balanced Online Knowledge Distillation for Brain–Eye–Computer-Based Dim Object Detection

Author(s): Zixing Li, Chao Yan, Zhen Lan, Xiaojia Xiang, Han Zhou, Jun Lai, Dengqing Tang

Pages: 327 - 341

25) Peak-Padding: Clustering by Padding Density Peaks With the Minimum Padding Cost

Author(s): Junyi Guan, Bingbing Jiang, Weiguo Sheng, Yangyang Zhao, Sheng Li, Xiongxiong He

Pages: 342 - 356

26) AMAP: Automatic Multihead Attention Pruning by Similarity-Based Pruning Indicator

Author(s): Eunho Lee, Youngbae Hwang

Pages: 357 - 370

27) Enhancing Reinforcement Learning With Cross-Domain Knowledge Transfer via Seeded Graph Matching

Author(s): Gengzhi Zhang, Liang Feng, Xuefeng Chen, Ke Tang, Kay Chen Tan

Pages: 371 - 385

28) Channelwise Regional Integrate and Multiple Firing Neuron: Improving the Spatiotemporal Learning of Spiking Neural Networks

Author(s): Mincheng Cai, Quan Liu, Kun Chen, Li Ma

Pages: 386 - 400

29) Restoring Noisy Demonstration for Imitation Learning With Diffusion Models

Author(s): Shang-Fu Chen, Co Yong, Shao-Hua Sun

Pages: 401 - 413

30) Time Series Classification Based on Supervised Contrastive Learning and Homoscedastic Uncertainty

Author(s): Tao Zhang, Ke Li, Shaofan Wang

Pages: 414 - 427

31) Distill to Delete: Unlearning in Graph Networks With Knowledge Distillation

Author(s): Yash Sinha, Murari Mandal, Mohan Kankanhalli

Pages: 428 - 437

32) Physics-Guided Time-Interactive-Frequency Network for Cross-Domain Few-Shot Hyperspectral Image Classification

Author(s): Jiaojiao Li, Hailong Wu, Rui Song, Haitao Xu, Yunsong Li, Qian Du

Pages: 438 - 452

33) DMutDE: Dual-View Mutual Distillation Framework for Knowledge Graph Embeddings

Author(s): Ruizhou Liu, Zhe Wu, Yiling Wu, Zongsheng Cao, Qianqian Xu, Qingming Huang

Pages: 453 - 466

34) Theoretical Advances on Stochastic Configuration Networks

Author(s): Xiufeng Yan, Dianhui Wang, Ivan Y. Tyukin

Pages: 467 - 481

35) Robust Fine-Grained Visual Categorization via Cyclical Attention

Author(s): Bin Kang, Dong Liang, Daoyuan Chen, Tianyu Ding, Mingqiang Wei

Pages: 482 - 496

36) A Unified Framework for Matrix Backpropagation

Author(s): Gatien Darley, Stéphane Bonnet

Pages: 497 - 503

Tuesday, January 20, 2026

IEEE Transactions on Fuzzy Systems, Volume 34, Issue 1, January 2026

1) Angle of Attack Enhanced Trajectory Prediction for Underwater Gliders Based on Fuzzy-Fusion of Inference and Dynamics

Author(s): Wenchuan Zang, Bohan Wang, Hanbin Zhang, Dalei Song, Tingting Guo

Pages: 1 - 13

2) Human-in-the-Loop Time-Varying Formation Control for NMSVs With Communication Links Faults: A Prescribed-Time Fuzzy Controller

Author(s): Teng-Fei Ding, Zi-Heng Yi, Ming-Feng Ge

Pages: 14 - 26

3) More Precise and Faster: Dual-Scale Teleoperation for Manipulator in Large Workspace

Author(s): Pengyu Sun, Weihua Li, Jun Li, Yiqun Liu, Jianfeng Wang, Liang Ding, Chengxu Zhou

Pages: 27 - 40

4) FCGNN: Fuzzy Cognitive Graph Neural Networks With Concept Evolution for Few-Shot Learning

Author(s): Linhua Zou, Dongqing Li, Chengxi Jiang, Yu Wang, Hong Zhao

Pages: 41 - 52

5) PAC-X: Fuzzy Explainable AI for Multiclass Malware Detection

Author(s): Mohd Saqib, Benjamin C. M. Fung, Philippe Charland

Pages: 53 - 64

6) Switched Data-Driven Model Predictive Control for a Class of Unknown Hybrid Fuzzy Systems

Author(s): Bo Li, Ming Liu, Lixian Zhang, Shunzhi Zhang, Guangren Duan, Xibin Cao

Pages: 65 - 75

7) EsurvFusion: An Evidential Multimodal Survival Fusion Model Based on Epistemic Random Fuzzy Sets

Author(s): Ling Huang, Yucheng Xing, Qika Lin, Jinming Duan, Su Ruan, Mengling Feng

Pages: 76 - 88

8) Neural Network-Based Attack-Compensation Control of T–S Fuzzy Systems Against Actuator Attacks With Improved Dynamic Memory-Event-Triggered Scheme

Author(s): Shen Yan, Xinyi Yang

Pages: 89 - 100

9) Three-Way Outlier Detection Based on Shadowed Granular-Balls

Author(s): Jie Yang, Feng Lu, Guoyin Wang, Shuyin Xia, Qinghua Zhang, Yi Liu, Yi Wang, Di Wu

Pages: 101 - 113

10) Manipulability Optimization of Omnidirectional Mobile Redundant Manipulator Considering Obstacle Avoidance With Fuzzy Adaptive Controller

Author(s): Shijun Tang, Yunfeng Hu, Hong Chen

Pages: 114 - 125

11) Fault Diagnosability Evaluation for Nonlinear Networked Control Systems Under Weak Transmission Conditions

Author(s): Wenqing Xu, Dayi Wang, Linlin Li, Zhigang Wu, Fangzhou Fu

Pages: 126 - 137

12) Margin-Aware Fuzzy Rough Feature Selection: Bridging Uncertainty Characterization and Pattern Classification

Author(s): Suping Xu, Lin Shang, Keyu Liu, Hengrong Ju, Xibei Yang, Witold Pedrycz

Pages: 138 - 151

13) Dynamic-Memory Event-Triggered Fuzzy Adaptive Fault-Tolerant Control for Robotic Manipulators: A New Switching Mechanism

Author(s): Huadi Shan, Yulian Jiang, Yanzheng Zhu, Shenquan Wang, José de Jesús Rubio

Pages: 152 - 162

14) Fuzzy Compounded State Observer-Based Finite-Time Preassigned Performance Control for Nonlinear Systems With Asymmetric Time-Varying State Constraints

Author(s): Wei Liu, Zhefan Mei, Wei Tang, Huanyu Zhao, Ju H. Park

Pages: 163 - 173

15) CAE-FCM: Context-Aware Enhanced Fuzzy Cognitive Maps for Interpretable Multivariate Time Series Forecasting

Author(s): Rui Hou, Yao Liu, Jingyu Cao, Xuanting Xie, Jingbo Wang, Qiao Liu

Pages: 174 - 188

16) A Linguistically Interpretable Fuzzy Fault Diagnosis Model: Knowledge Distillation Perspective

Author(s): Meng-Wei Li, Zhen-Sheng Zang, Wei Lu, Witold Pedrycz

Pages: 189 - 203

17) Adaptive Fuzzy Motion Planning Control With Fixed-Time Convergence for Redundant Robots Under Constraints

Author(s): Yang Li, Tonghui Zhang, Jinhui Wu, Dongcheng Ren, Shijie Guo

Pages: 204 - 218

18) A Multimechanism Fuzzy Logic Control Scheme for Autonomous Vehicle System Security: Machine Learning-Supervised Data Compression With Integrated Performance Estimation

Author(s): Xiao Cai, Yanbin Sun, Yao Xin, Kaibo Shi, Huaicheng Yan, Shiping Wen, Zhihong Tian

Pages: 219 - 230

19) Adaptive Fuzzy Predefined-Time Consensus of Switched Multiagent Systems With Input Saturation and Uncertainties

Author(s): Shuang Shi, Zhiheng Dong

Pages: 231 - 242

20) EANFIS: A Self Evolution-ANFIS Framework Integrated With Diffusion Model for Injection Molding Quality Prediction

Author(s): Weijun Sun, Jiakai He, Xiyuan Yang, Chaoye Li, Lei Liu, Guoxu Zhou, Yongjun Cao

Pages: 243 - 253

21) Fuzzy-Based Distributed Optimal Formation Control for Multiple QUAVs With Collision Avoidance

Author(s): Peng Jin, Mingqi Liu, Guopeng Zhou, Yangxizi Liu, Jinhua Huang

Pages: 254 - 262

22) Clustering Based on Transitive Closure of Distance Functions

Author(s): Chang-Jie Zhou, Zi-Kang Liu, Wei Yao

Pages: 263 - 272

23) Second-Order Sliding Mode Optimal Control for Two-Dimensional Systems Under Dynamic Binary Encoding

Author(s): Yucheng Xu, Jun Cheng, Yueying Wang, Shuping He, Leszek Rutkowski

Pages: 273 - 285

24) Enhancing Out-of-Distribution Detection in Transfer Learning Through Intuitionistic Fuzzy Set-Based Prediction

Author(s): Guangzhi Ma, Jie Lu

Pages: 286 - 297

25) Agile and Accurate Formation Control for Uncertain UAV Swarms With Nash Game Optimality via Fuzzy Set Theory

Author(s): Jiawen Dai, Zheshuo Zhang, Bangji Zhang

Pages: 298 - 310

26) A Novel Multigranularity Clustering Algorithm Based on Grid Partition and Fuzzy Quotient Space

Author(s): Xinran Zhou, Qinghua Zhang, Fan Zhao, Yutai Wang, Longjun Yin, Guoyin Wang

Pages: 311 - 323

27) Fuzzy Mixture-of-Experts Aggregation for Organoid Identification With Multiscale State Space Features

Author(s): Xun Deng, Pengwei Hu, Thomas Herget, Feng Tan, Xiaobo Zhu, Jun Zhang, Yu-an Huang, Lun Hu, Zhuhong You, Xin Luo

Pages: 324 - 335

28) Unified Fault-Supervision-Based Performance Fuzzy Recovery Control for Nonlinear Systems With Redundant Actuator Activation

Author(s): Le Wang, Huaguang Zhang, Juan Zhang, Lei Wan

Pages: 336 - 346

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