AIBullisharXiv – CS AI · 3h ago7/10
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CaMBRAIN: Real-time, Continuous EEG Inference with Causal State Space Models
Researchers introduce CaMBRAIN, a causal state space model based on Mamba architecture that enables real-time, continuous EEG signal processing with linear-time complexity. The model achieves state-of-the-art results across multiple datasets while processing signals >10x faster than existing attention-based methods, overcoming critical limitations in handling variable-length brain activity recordings.