IEEE Transactions on Artificial Intelligence, Volume 7, Issue 7, July 2026

1) Emerging Synergies in Causality and Deep Generative Models: A SurveyAuthor(s): G. Zhou, S. Xie, G. -Y. Hao, S. Chen, B. Huang, X. Xu, C. Wang, L. Zhu, L. Yao, K. ZhangPages: 3634 – 3652
2) Methodologies for Diffusion Model Interpretability: A Systematic ReviewAuthor(s): T. Lakhani, J. Wu, Y. -K. Lai, Z. JiPages: 3653 – 3670
3) How Artificial Intelligence and Brain Connectivity Can Inform Outcome Prediction in Drug-Resistant EpilepsyAuthor(s): E. Paolini, G. Menegaz, E. Tamilia, S. F. StortiPages: 3671 – 3687
4) A Survey of Progress in LLM Alignment From the Perspective of Reward DesignAuthor(s): M. Ji, Y. Wu, Z. Wu, S. Wang, J. Yang, M. Dras, U. NaseemPages: 3688 – 3702
5) Deployment-Aware Compression of Large Language Models for Edge Intelligence: A System-Level SurveyAuthor(s): E. Dritsas, M. TrigkaPages: 3703 – 3718
6) Expanding Horizons of Level Diversity via Multiobjective Evolutionary LearningAuthor(s): Q. Zhang, Z. Wang, Y. Li, K. Zhang, B. Yuan, J. LiuPages: 3719 – 3731
7) Federated Semi-Supervised Learning with Annotation HeterogeneityAuthor(s): X. Shang, G. Huang, Y. Lu, J. Lou, B. Han, Y. -m. Cheung, H. WangPages: 3732 – 3747
8) 1D-CXNet and 3D-CXNet: Enhancing Accuracy in Noncontact HR Monitoring With Limited Computational ResourcesAuthor(s): A. A. Anil, S. Karthik, C. D. J. Poppen, M. Sivaprakasam, J. JosephPages: 3748 – 3758
9) A Transducer-Adaptive Denoising Model for Medical Ultrasound ImagingAuthor(s): M. Jiang, C. You, X. Li, X. Xiong, J. Li, M. Wang, Y. Guo, Y. Xiao, Y. Bai, D. Wu, T. TanPages: 3759 – 3771
10) Inner-Probe: Discovering Copyright-Related Data Generation in LLM ArchitectureAuthor(s): Q. Ma, R. -J. Zhu, P. Liu, R. Yan, F. Zhang, L. Liang, M. Li, Z. Yu, Z. Wang, Y. Cai, T. HuangPages: 3772 – 3786
11) LightningSHAP: A Cost-Effective Approach to Local Shapley Values EstimationAuthor(s): D. Napolitano, L. CaglieroPages: 3787 – 3797
12) Energy-Efficient Supervised Learning With a Binary Stochastic Forward-Forward AlgorithmAuthor(s): R. Jaiswal, S. Datta, J. G. MakinPages: 3798 – 3807
13) ConSignformer: Conformer-Based Framework for Continuous Sign Language RecognitionAuthor(s): N. Aloysius, G. M, A. Sajjanhar, P. NedungadiPages: 3808 – 3822
14) Harnessing Teacher’s Explanation for Improved Knowledge DistillationAuthor(s): S. Chowdhury, B. Liang, A. Tizghadam, I. AlbanesePages: 3823 – 3838
15) Uncertainty Estimation for Graph-Based Learning in Digital PathologyAuthor(s): S. Heidari Gheshlaghi, N. Y. Soltani, M. GanjiPages: 3839 – 3849
16) Enhanced Masking-Differential Prompting (MDP): Defending Backdoor Attacks for Pre-trained Language Models Under Few-Shot LearningAuthor(s): X. Zhong, K. W. Fok, V. L. L. ThingPages: 3850 – 3859
17) SWONA: Small-World Inspired Optimal Neural Architecture for Smart Neuropsychiatric DiagnosticsAuthor(s): S. Dwivedi, O. J. Pandey, R. M. HegdePages: 3860 – 3871
18) Insider Threat Detection Using GCN and Bi-LSTM With Explicit and Implicit Graph RepresentationsAuthor(s): R. Yumlembam, B. Issac, S. M. Jacob, L. Yang, D. KrishnanPages: 3872 – 3883
19) ICAFS: Inter-Client-Aware Feature Selection for Vertical Federated LearningAuthor(s): R. Jin, B. Tong, S. Yang, B. Hou, L. ShenPages: 3884 – 3896
20) Graph Machine Learning Framework for Gravimetry Data Analysis and Cavity DetectionAuthor(s): G. Panda, V. K. Singh, A. Kumar, M. Saharia, S. KumarPages: 3897 – 3912
21) Enhancing Robustness in Deep Convolutional Neural Networks Through Multiresolution LearningAuthor(s): H. Zhou, Y. LiangPages: 3913 – 3925
22) Occupant-Aware Deep Learning Model for Energy Prediction in Smart BuildingsAuthor(s): M. Jayashankara, B. Adhirathan, P. Chanak, S. K. SinghPages: 3926 – 3937
23) Finite-Time Bipartite Synchronization of Delayed Antagonistic Memristive Neural Networks: Optimizing Event-Triggered Controller ParametersAuthor(s): X. Si, Z. Wang, X. Huang, M. XiaoPages: 3938 – 3949
24) Learning From M-Tuple Dominant Positive and Unlabeled DataAuthor(s): J. Qin, J. Li, C. Hua, Y. YangPages: 3950 – 3964
25) $ell_{0}$-Norm Penalty Embedded Feature Selection in Universum LearningAuthor(s): C. Li, J. Yin, Y. Shao, Y. Pan, W. Chen, Y. Song, I. W. TsangPages: 3965 – 3978
26) DeepFilter: A Transformer-Style Framework for Accurate and Efficient Process MonitoringAuthor(s): H. Wang, Z. Chen, L. Pan, X. Jiang, Y. Song, Q. He, X. LiuPages: 3979 – 3989
27) UNA-SAC: An Uncertainty-Aware Nonlinear Arbitration Method for Human–AI Shared ControlAuthor(s): S. Jiang, Y. -B. Zhao, Y. Kang, F. Xie, Y. -S. ZhaoPages: 3990 – 4003
28) Alleviating Seasickness Through Brain–Computer Interface-Based Attention ShiftAuthor(s): X. Bao, K. Xu, J. Zhu, H. Huang, Q. Huang, Y. LiPages: 4004 – 4015
29) Smartphone-Based Noninvasive Automatic Dengue Detection Using Fingertip VideoAuthor(s): M. Mahmuda, B. Barkatullah, M. A. Rahman, J. Akter, N. Jahan, T. R. Prome, E. Haque, F. AhmedPages: 4016 – 4030
30) Co-LLIETrack: Cotrained Low Light Image Enhancement Tracker for UAV TrackingAuthor(s): V. Nageli, A. Jamal, R. K. Sai S GorthiPages: 4031 – 4043
31) From Generation to Detection: Multimodal Generative AI and the Threat of Automated MisinformationAuthor(s): R. Kumar, P. Bansal, S. Singh, S. Saha, A. JatowtPages: 4044 – 4056
32) Acknowledging Valued Perspectives! User-Assisted Summarization by Leveraging Opinions and LLMsAuthor(s): R. Kumar, T. Gupta, K. Kalra, S. SahaPages: 4057 – 4068
33) A Multitask GRU Deep Learning Model for Early Stage Prediction of Spatial SpreadAuthor(s):  . Rimjhim, S. K. DandapatPages: 4069 – 4080
34) Handling Condition-Aware Noise and Outlier Disparities: A Transfer Learning Framework for Robust Cross-Domain Process MonitoringAuthor(s): K. Zhong, W. Zhang, Z. Fan, D. HuangPages: 4081 – 4093
35) A Hybrid KAN-ANN Based Model for Interpretable and Enhanced Short-Term Load ForecastingAuthor(s): B. Jiang, Y. Wang, Q. Wang, H. GengPages: 4094 – 4105
36) Histoformer: A Frequency Domain-Based Convolutional Transformer for Improved Breast Cancer ClassificationAuthor(s): Babita, D. R. NayakPages: 4106 – 4117
37) ECG-Based Seizure Prediction Using Progressive Feature Fusion MambaAuthor(s): K. Shu, L. Wu, C. Yu, A. Liu, R. Qian, X. ChenPages: 4118 – 4133
38) From Numerals to Letters: A Meta Learning-Based Robotic Calligraphy SystemAuthor(s): X. Chang, Z. -H. Guo, F. Chao, L. Yang, C. Shang, N. Copner, C. Finlayson, Q. ShenPages: 4134 – 4145
39) Online Safety-Embedded Critic Learning for Uncertain Systems With Self-Triggered MechanismAuthor(s): Z. Shangguan, B. Yang, Q. Li, W. Xiao, X. GuanPages: 4146 – 4160
40) An Evidential Deep Neural Network for Set-Valued Classification and Novelty DetectionAuthor(s): L. Jiao, X. Xiao, S. Gou, Q. PanPages: 4161 – 4175
41) A Quantum Multilayer Perceptron for Intraoperative Nociception PredictionAuthor(s): O. M. T. Abdel Deen, S. -Z. Fan, F. Doctor, J. -S. ShiehPages: 4176 – 4191
42) An Enhanced Air Quality Forecasting Method Integrating Feature Mode Decomposition and Multilayer Plasticity Echo State NetworkAuthor(s): X. Xu, J. Liu, L. Hu, X. Miao, Y. Li, S. LiuPages: 4192 – 4206
43) A Semisupervised Domain Adaptation Framework Using Dynamic Distribution Alignment and Manifold RegularizationAuthor(s): M. G. Rahman, M. Z. IslamPages: 4207 – 4220
44) LDDER: Learning Distinguishable and Dynamically Enhanced Representation for Visual Reinforcement LearningAuthor(s): Y. Yang, H. Xu, J. Fan, H. He, J. ShaoPages: 4221 – 4233