IEEE Transactions on Cognitive and Developmental Systems, Volume 17, Issue 6, December 2025

1) CLARE: Cognitive Load Assessment in Real-Time With Multimodal DataAuthor(s): Anubhav Bhatti, Prithila Angkan, Behnam Behinaein, Zunayed Mahmud, Dirk Rodenburg, Heather Braund, P. James Mclellan, Aaron Ruberto, Geoffery Harrison, Daryl Wilson, Adam Szulewski, Dan Howes, Ali Etemad, Paul HunglerPages: 1337 – 13492) Electroencephalogram-Based Unified Approach for Multiple Neurodevelopmental Disorders Detection in Children Using Successive Multivariate Variational Mode DecompositionAuthor(s): Ujjawal Chandela, Kazi Newaj Faisal, Rishi Raj SharmaPages: 1350 – 13593) AVTENet: A Human-Cognition-Inspired Audio-Visual Transformer-Based Ensemble Network for Video Deepfake DetectionAuthor(s): Ammarah Hashmi, Sahibzada Adil Shahzad, Chia Wen Lin, Yu Tsao, Hsin-Min WangPages: 1360 – 13764) Improve Knowledge Distillation via Label Revision and Data SelectionAuthor(s): Weichao Lan, Yiu-ming Cheung, Qing Xu, Buhua Liu, Zhikai Hu, Mengke Li, Zhenghua ChenPages: 1377 – 13885) Multiscale Convolutional Transformer With Diverse-Aware Feature Learning for Motor Imagery EEG DecodingAuthor(s): Wenlong Hang, Junliang Wang, Shuang Liang, Baiying Lei, Qiong Wang, Guanglin Li, Badong Chen, Jing QinPages: 1389 – 14006) Evaluating the Tradeoff Between Analogical Reasoning Ability and Efficiency in Large Language ModelsAuthor(s): Kara L. Combs, Isaiah Goble, Spencer V. Howlett, Yuki B. Adams, Trevor J. BihlPages: 1401 – 14107) Self-Supervised Hyperbolic Spectro-Temporal Graph Convolution Network for Early 3-D Behavior PredictionAuthor(s): Peng Liu, Qin Lai, Haibo Li, Chong Zhao, Qicong Wang, Hongying MengPages: 1411 – 14258) Optimizing Representation for Abstractive Multidocument Summarization Based on Adversarial Learning StrategyAuthor(s): Bin Cao, Xinxin Guan, Songlin Bao, Jiawei Wu, Jing FanPages: 1426 – 14359) Delving Deeper Into Astromorphic TransformersAuthor(s): Md Zesun Ahmed Mia, Malyaban Bal, Abhronil SenguptaPages: 1436 – 144610) A Unified Physiological Signal Interaction Network for Cross-Dataset Emotion RecognitionAuthor(s): Zhipeng Cai, Hongxiang Gao, Min Wu, Jianqing Li, Chengyu LiuPages: 1447 – 146011) Exploring Grounding Abilities in Vision-Language Models Through Contextual PerceptionAuthor(s): Wei Xu, Tianfei Zhou, Taoyuan Zhang, Jie Li, Peiyin Chen, Jia Pan, Xiaofeng LiuPages: 1461 – 147312) Feature and Semantic Matching Multisource Domain Adaptation for Diagnostic Classification of Neuropsychiatric DisordersAuthor(s): Minghao Dai, Jianpo Su, Zhipeng Fan, Chenyu Wang, Limin Peng, Dewen Hu, Ling-Li ZengPages: 1474 – 148713) SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event Based-RecognitionAuthor(s): Xiao Wang, Yao Rong, Zongzhen Wu, Lin Zhu, Bo Jiang, Jin Tang, Yonghong TianPages: 1488 – 150214) H-GRAIL: A Robotic Motivational Architecture to Tackle Open-Ended Learning ChallengesAuthor(s): Alejandro Romero, Gianluca Baldassarre, Richard J. Duro, Vieri Giuliano SantucciPages: 1503 – 151915) Hybrid Actor–Critic for Physically Heterogeneous Multiagent Reinforcement LearningAuthor(s): Tianyi Hu, Zhiqiang Pu, Xiaolin Ai, Tenghai Qiu, Yanyan Liang, Jianqiang YiPages: 1520 – 153516) GoMIC: Enhancing Efficient Collaboration in Multiagent Reinforcement Learning Through Group-Specific Mutual InformationAuthor(s): Jichao Wang, Yi Li, Yichun Li, Shuai Mao, Zhaoyang Dong, Yang TangPages: 1536 – 154717) Self-Supervised Object Pose Estimation With Multitask LearningAuthor(s): Dinh-Cuong Hoang, Phan Xuan Tan, Ta Huu Anh Duong, Tuan-Minh Huynh, Duc-Manh Nguyen, Anh-Nhat Nguyen, Duc-Long Pham, Van-Duc Vu, Thu-Uyen Nguyen, Ngoc-Anh Hoang, Khanh-Toan Phan, Duc-Thanh Tran, Van-Thiep Nguyen, Ngoc-Trung Ho, Cong-Trinh Tran, Van-Hiep DuongPages: 1548 – 1564