AINeutralarXiv – CS AI · 6h ago6/10
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The Bioelectrical Information Theory: Investigating the theoretical compression limit of bioelectrical signals under artificial intelligence
Researchers propose a novel information-theoretic framework for compressing bioelectrical signals that reframes compression limits as dependent on AI model capacity and task requirements rather than fixed signal properties. The three-level hierarchical approach—signal, physiological, and semantic—could enable more efficient brain-computer interfaces by transmitting only task-relevant residual information rather than raw waveforms.