1) Guest Editorial: Special Issue on Embodied AI in Indoor Robotics: Bridging Perception, Interaction, and AutonomyAuthor(s): Yaran Chen, Chengguang Yang, Chaomin Luo, Dongbin ZhaoPages: 1047 – 10492) Where To Learn: Embodied Perception Learning Planned by Vision-Language ModelsAuthor(s): Juan Wang, Di Guo, Huaping LiuPages: 1050 – 10603) CS-SLAM: A Lightweight Semantic SLAM Method for Dynamic ScenariosAuthor(s): Zhendong Guo, Na Dong, Zehui Zhang, Xiaoming Mai, Donghui LiPages: 1061 – 10734) Multimodal Perception for Indoor Mobile Robotics Navigation and Safe ManipulationAuthor(s): Yinlong Zhang, Yuanhao Liu, Shuai Liu, Wei Liang, Chu Wang, Kai WangPages: 1074 – 10865) Human–Robot Sharing Operation in Cotransporting for Nonholonomic Mobile RobotAuthor(s): Nan Feng, Xiong Guo, Xinbo Yu, Shuang Zhang, Wei HePages: 1087 – 10976) Two Heads Are Better Than One: Collaboration-Oriented Multiagent Exploration SystemAuthor(s): Yang Liu, Peng Zhang, Hangyou Yu, Pingping Zhang, Jie Zhao, Dong Wang, Huchuan LuPages: 1098 – 11097) Efficient Multitask Reinforcement Learning via Task-Specific Action CorrectionAuthor(s): Jinyuan Feng, Min Chen, Zhiqiang Pu, Tenghai Qiu, Jianqiang Yi, Jie ZhangPages: 1110 – 11248) A Bio-Inspired Goal-Directed Cognitive Map Model for Robot Navigation and ExplorationAuthor(s): Matthew A. Hicks, Tingjun Lei, Chaomin Luo, Daniel W. Carruth, Zhuming BiPages: 1125 – 11409) AutoSkill: Hierarchical Open-Ended Skill Acquisition for Long-Horizon Manipulation Tasks via Language-Modulated RewardsAuthor(s): Zhenyang Lin, Yurou Chen, Zhiyong LiuPages: 1141 – 115210) NuRF: Nudging the Particle Filter in Radiance Fields for Robot Visual LocalizationAuthor(s): Wugang Meng, Tianfu Wu, Huan Yin, Fumin ZhangPages: 1153 – 116211) RoboGPT: An LLM-Based Long-Term Decision-Making Embodied Agent for Instruction Following TasksAuthor(s): Yaran Chen, Wenbo Cui, Yuanwen Chen, Mining Tan, Xinyao Zhang, Jinrui Liu, Haoran Li, Dongbin Zhao, He WangPages: 1163 – 117412) A Marr-Inspired Framework for Raising “Good” RobotsAuthor(s): Sarah Hamburg, Alejandro Jimenez-Rodriguez, Aung Htet, Alessandro Di NuovoPages: 1175 – 118513) Memristor-Based Circuit of Sequential Associative Memory With Memory Interactions and Stimulus Similarity EffectAuthor(s): Dongdong Xiong, Xiaoping Wang, Yiming Jiang, Chao Yang, Man Jiang, Jingang Lai, Zhigang ZengPages: 1186 – 119814) Barrier Offset Varying-Parameter Dynamic Learning Network for Solving Dual-Arms Human-Like Behavior GenerationAuthor(s): Zhijun Zhang, Mingyang Zhang, Jinjia Guo, Haotian HePages: 1199 – 121115) Distributional Latent Variable Models With an Application in Active Cognitive TestingAuthor(s): Robert Kasumba, Dom C.P. Marticorena, Anja Pahor, Geetha Ramani, Imani Goffney, Susanne M. Jaeggi, Aaron R. Seitz, Jacob R. Gardner, Dennis L. BarbourPages: 1212 – 122216) An Improved Dual Neural Network Method Based on Levy Flight for Multirobot Cooperative Area Coverage Search in 3-D Unknown EnvironmentsAuthor(s): Fangfang Zhang, Yongqi Wang, Wenhao Wang, Jianbin Xin, Jinzhu Peng, Yaonan WangPages: 1223 – 123417) Variability in Sensory Event-Related Potential as an Early Marker of Cognitive ImpairmentAuthor(s): Joel Eyamu, Wuon-Shik Kim, Kahye Kim, Kun Ho Lee, Jaeuk U. KimPages: 1235 – 124418) Cross-Subject and Cross-Session EEG Emotion Recognition Based on Multisource Structural Deep ClusteringAuthor(s): Yiyuan Chen, Xiaodong Xu, Xiaowei QinPages: 1245 – 125919) Foundational Policy Acquisition via Multitask Learning for Motor Skill GenerationAuthor(s): Satoshi Yamamori, Jun MorimotoPages: 1260 – 127120) Emotional Intelligence: Abstract Cognition Innovation in Artificial General Intelligence SystemsAuthor(s): Xiang Li, Yongming Li, Luyao Bai, Jingyi ZhaoPages: 1272 – 128521) An Encoder–Decoder Model Based on Spiking Neural Networks for Address Event Representation Object RecognitionAuthor(s): Sichun Du, Haodi Zhu, Yang Zhang, Qinghui HongPages: 1286 – 130022) Alteration of Functional Brain Networks During Lower Limb Movement in Parkinson’s Disease Patients With Freezing of GaitAuthor(s): Jingting Liang, Xiangguo Yin, Mingxing Lin, Shuqin Wang, Aiqin Song, Wen ChenPages: 1301 – 130923) SIR-HCL: Semantic-Inconsistency Reasoning and Hybrid Contrastive Learning for Efficient Cross-Emotion Anomaly DetectionAuthor(s): Xin Liu, Qiyan Chen, Yiu-ming Cheung, Shu-Juan PengPages: 1310 – 132224) Multimodal Discriminative Network for Emotion Recognition Across IndividualsAuthor(s): Minxu Liu, Donghai Guan, Chuhang Zheng, Qi ZhuPages: 1323 – 1335
