2 papers
cs.CL2026
Beyond Parallel Tracking: Interactive Multi-Feature Fusion Drives Semantic Reconstruction from Non-invasive Brain Recordings
Boda Xiao, Xiran Xu, Songyi Li +4
Continuous semantic reconstruction from non-invasive neural recordings remains limited by the representational mismatch between semantic feature spaces and neural coding patterns,…
cs.SD2026
SHINE: Sequential Hierarchical Integration Network for EEG and MEG
Xiran Xu, Yujie Yan, Xihong Wu +1
How natural speech is represented in the brain constitutes a major challenge for cognitive neuroscience, with cortical envelope-following responses playing a central role in speech…