Images about adaptive decoders, brain signal forecasting, clinical diagnosis and rehabilitation, contextual understanding, cross-modality integration, data augmentation and synthesis, emotion and cognitive state detection, feature extraction and selection, improved signal processing, language and speech reconstruction, model explainability and interpretability, neurofeedback enhancement, personalized neural prosthetics, precision brain mapping, predictive error correction, real-time feedback optimization, reducing calibration time, robust classification models, scalability and cloud integration, and transfer learning across users.