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Semantic and Instance Information Interactive Mining for Semisupervised Deep Facial Expression Recognitio
Author: Zhou, Qi; Xu, Yuanyuan; Xiong, Deng; Wu, Xi; Zhou, Jiliu; Wang, Yan
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 452-461. DOI: 10.1109/TCDS.2025.3605921
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Parallel Brain-Computer Interface: Collaborative Control and Perception Based on Multibrain Division of Labo
Author: Ye, Zeqi; Yu, Yang; Zhang, Yiyun; Zhou, Zongtan; Hu, Dewen; Zeng, Ling-Li
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 424-437. DOI: 10.1109/TCDS.2025.3603145
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SPECI: Skill Prompts Based Hierarchical Continual Imitation Learning for Robot Manipulatio
Author: Xu, Jingkai; Nie, Xiangli
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 488-503. DOI: 10.1109/TCDS.2025.3610492
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NI-SSCL: A Neuroplasticity-Inspired Method for Semisupervised Continual Learnin
Author: Xie, Guanglei; Sun, Yi; Xu, Xin; Fu, Hao; Shi, Yifei; Hu, Xiaochang
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 411-423. DOI: 10.1109/TCDS.2025.3601860
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Grouped Successive Multivariate Variational Mode Decomposition With Application to EEG Signal Processing and Connectivity Analysi
Author: Wu, Duanpo; Zhang, Shuchang; Gao, Yuhan; Wang, Danping; Jiang, Tiejia; Vidal, Pierre-Paul; Cao, Jiuwen
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 556-571. DOI: 10.1109/TCDS.2025.3617080
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A Cooperative Multiagent Reinforcement Learning Method Based on Reward Decomposition for Scalable Agent Environment
Author: Wei, Suhang; Zhao, Zonghang; Feng, Xiang; Yu, Huiqun
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 398-410. DOI: 10.1109/TCDS.2025.3601733
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Sarsa-Augmented Off-Policy Reinforcement Learnin
Author: Pang, Ning; Huang, Longyang; Dong, Botao; Chen, Hongtian; Wang, Xin; Zhang, Weidong
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 504-517. DOI: 10.1109/TCDS.2025.3611975
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Socially Aware Robot Navigation With Meta Reinforcement Learning: A Field-Theory Perspectiv
Author: Lu, Siyi; Chen, Bolei; Zhong, Ping; Zou, Tao; Yang, Haonan; Liu, Run; Sheng, Yu
Journal: IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS. 2026; Vol. 18, Issue 2, pp. 530-543. DOI: 10.1109/TCDS.2025.3616393
