Predicting Cognitive Tasks from Single-Channel EEG through Task-Semantic Alignment

arXiv:2610.15104 · q-bio.NC · Submitted 2026-10-10 · Read on arXiv

q-bio.NC

Submitted: 2026-10-10

Updated: 2026-10-10

Terminology

• Alignment — 1× in this paper · explained in 1 episode
• Semantic Alignment — 1× in this paper · explained in 3 episodes

Related papers

• BrainWave: A Brain Signal Foundation Model for Clinical Applications
• Toward Robust, Reproducible, and Widely Accessible Intracranial Speech Brain-Computer Interfaces: A Comprehensive Narrative Review of Neural Mechanisms, Hardware, Algorithms, Evaluation, Clinical Pathways and Future Directions
• CytoNet: A Foundation Model for the Human Cerebral Cortex at Cellular Resolution
• Decoding Alignment without Encoding Alignment: A critique of similarity analysis in neuroscience
• Emergence of psychopathological computations in large language models
• NeuroAI and Beyond: Bridging Between Advances in Neuroscience and Artificial Intelligence