Kuramoto synchronization dynamics implement a provably unique and globally attractive attention mechanism that replaces softmax for physical substrates and shows competitive empirical performance.
Shaping functional architecture by oscillatory Alpha activity: gating by inhibition.Frontiers in Human Neuroscience
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A tutorial paper that walks through an open-source, quality-gated EEG workflow for alpha dynamics analysis and real-time visual cognitive-load applications, including mini-dataset validation.
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NeuraDock Visual Cognitive Load Agent Tutorial: A Quality-Gated Open-Source EEG Workflow for Alpha Dynamics and Real-Time Applications
A tutorial paper that walks through an open-source, quality-gated EEG workflow for alpha dynamics analysis and real-time visual cognitive-load applications, including mini-dataset validation.