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Shaomin Zhang

2 accepted papers

2026

Pretraining with Re-parametrized Self-Attention: Unlocking Generalizationin SNN-Based Neural Decoding Across Time, Brains, and Tasks

ICLR 2026poster

The emergence of large-scale neural activity datasets provides new opportunities to enhance the generalization of neural decoding models. However, it remains a practical challenge to design neural decoders for fully implantable brain-machine interfaces (iBMIs) that achieve high accuracy, strong gene…

Cited by 0SourcecodeScholar
2024

An Interpretable and Generalizable Speech Detector Based on a CNN-LSTM Framework

ICASSP 2024accepted

Speech brain-computer interface (speech BCI) aims to reconstruct speech from recorded brain signals. Real-time speech BCI relies on speech detection, which is greatly impacted by the selection of speech-related neural frequency features. However, most studies did not investigate this aspect when des…

Cited by 0SourceScholar