26-30 July 2026

EMBC 2026

Toronto, Canada
Tu.2.1: Brain-Computer Interfaces and Neural Decoding
Tuesday, 28 July, 11:30 - 13:00
Location: Room 801B
Session Type: Oral
Session Co-Chairs: Michael Beyeler and Sophie Adama
Theme 1: Biomedical Signal Processing
Tue, 28 Jul, 11:30 - 11:45

Tu.2.1.1: Emotional State as a Confounding Factor in EEG-based BCIs: A Calibration and Adaptive Decoding Approach
Qingchen Zhai, Institute of Automation, CAS; Renren Shi, University College Dublin; Yuanyang Xiang, Weiying Wang, Chen Xu, Yueyue Wang, Kunyu Zong, Zhiwei Zhang, Institute of Automation, CAS
Tue, 28 Jul, 11:45 - 12:00

Tu.2.1.2: MI-EEG Classification Using Fusion of Embeddings from Multiscale-Temporal CNN & Wavelet Scattering in Transformer & Siamese Network
Rantu Buragohain, Indian Institute of Technology Jammu; Atul Kumar, GLA University; Karan Nathwani, Indian Institute of Technology Jammu; Vinayak Abrol, Indraprastha Institute of Information Technology Delhi
Tue, 28 Jul, 12:00 - 12:15

Tu.2.1.3: Unsupervised Geometric Alignment Enables Deployment-First Cross-Subject EEG Reward Decoding
Seyed Reza Mahmoudi, Soudeh Khoubrouy, California State University San Marcos
Tue, 28 Jul, 12:15 - 12:30

Tu.2.1.4: DPConformer: A Dual Prototype Network for Subject Identification from Imagined Speech EEG
Yijian Pan, Xuchao Chen, Yulong Peng, Shanshan Wang, Chenyang Li, Weidong Chen, Shaomin Zhang, Qiushi Academy for Advanced Studies
Tue, 28 Jul, 12:30 - 12:45

Tu.2.1.5: INFORMED BOOTSTRAP AUGMENTATION IMPROVES EEG DECODING
Woojae Jeong, Wenhui Cui, Kleanthis Avramidis, Takfarinas Medani, Shrikanth Narayanan, Richard Leahy, University of Southern California
Tue, 28 Jul, 12:45 - 13:00

Tu.2.1.6: Research on a Novel Multi-Class Target Recognition Brain-Computer Interface
Kun Zhao, Shuang Qiu, Yanzi Wang, Chinese Academy of Sciences, Institute of Automation; Xujin Li, University of Chinese Academy of Sciences; Wei Wei, Huiguang He, Chinese Academy of Sciences, Institute of Automation