papersSEP 11 04:00 UTC
CLSP-REQA Framework Adds EEG Quality Awareness to Closed-Loop Seizure Prediction
Researchers present CLSP-REQA, a real-time framework for predicting epileptic seizures that combines Mamba and BiLSTM architectures with confidence-gated stimulation. The work targets a common gap in existing methods: they seldom handle the varying quality of EEG signals seen in real deployments. A confidence mechanism decides when intervention should be triggered, aiming to support closed-loop neurostimulation therapy.