脑机接口 / BCI

CAT-Net: A Cross-Attention Tone Network for Cross-Subject EEG-EMG Fusion Tone Decoding

Yifan Zhuang, Calvin Huang, Zepeng Yu, Yongjie Zou, Jiawei Ju

专题命中 EEG解码 ：EEG(title,abstract)；BCI(abstract)；brain-computer interface(abstract)；neural decoding(abstract)

Comments This is the extended version with technical appendices. The version of record appears in AAAI-26. Please cite the AAAI version

Tracking EEG Thalamic and Cortical Focal Brain Activity using Standardized Kalman Filtering with Kinematics Modeling

Veikka Piispa, Dilshanie Prasikala, Joonas Lahtinen, Alexandra Koulouri, Sampsa Pursiainen

专题命中 EEG解码 ：EEG(title,abstract)；cortical(title,abstract)

EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning

Yuning Chen, Sha Zhao, Shijian Li, Gang Pan

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Shrinking the Teacher: An Adaptive Teaching Paradigm for Asymmetric EEG-Vision Alignment

Lukun Wu, Jie Li, Ziqi Ren, Kaifan Zhang, Xinbo Gao

专题命中 EEG解码 ：EEG(title,abstract)

Comments 21pages,12 figures,published to AAAI 2026

Your Ride, Your Rules: Psychology and Cognition Enabled Automated Driving Systems

Zhipeng Bao, Qianwen Li

专题命中 EEG解码 ：EEG(abstract)；分类 cs.RO

Comments 32 pages, one colummns

Habit learning is associated with efficiently controlled network dynamics in naive macaque monkeys

Julia K. Brynildsen, Panagiotis Fotiadis, Karol P. Szymula, Jason Z. Kim, Fabio Pasqualetti, Ann M. Graybiel, Theresa M. Desrochers, Dani S. Bassett

专题命中 神经信号处理 ：cortical(abstract)；分类 q-bio.NC

Comments This manuscript updates and substantially extends analyses originally presented in arXiv:2006.14565v1. Supplementary Material is provided as an ancillary file