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At the Cybathlon, May the Best Brain-Computer Interface Win

NYT — Technology•Wednesday, November 12, 2025 at 7:50:16 PM
PositiveArtificial Intelligence
At the Cybathlon, May the Best Brain-Computer Interface Win
  • The Cybathlon is a unique competition that occurs every four years, where teams of researchers and technology pilots demonstrate their brain
  • The significance of the Cybathlon lies in its potential to revolutionize assistive technologies, providing insights into how brain
  • While there are no directly related articles, the Cybathlon's focus on brain
— via World Pulse Now AI Editorial System
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CAT-Net: A Cross-Attention Tone Network for Cross-Subject EEG-EMG Fusion Tone Decoding
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CAT-Net: A Cross-Attention Tone Network for Cross-Subject EEG-EMG Fusion Tone Decoding
PositiveArtificial Intelligence
The study presents CAT-Net, a novel cross-subject multimodal brain-computer interface (BCI) decoding framework that integrates electroencephalography (EEG) and electromyography (EMG) signals to classify four Mandarin tones. This approach addresses the challenges of tonal variations in Mandarin, which can alter meanings despite identical phonemes. The framework demonstrates strong performance, achieving classification accuracies of 87.83% for audible speech and 88.08% for silent speech across 4800 EEG and 4800 EMG trials with 10 participants.
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via arXiv — cs.LG