AINeutralarXiv – CS AI · 6h ago6/10
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CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention
Researchers introduce CLSP-REQA, a machine learning framework for seizure prediction that integrates real-time EEG quality assessment with a Mamba-BiLSTM neural network. The system achieves superior cross-patient and cross-dataset generalization on medical benchmarks while requiring fewer EEG channels than prior approaches, with direct compatibility for closed-loop neurostimulation devices.