Hi Lo SIReN

"SIReN" (pronounced "siren") refers to a family of techniques, not a single unified concept, used in diverse applications ranging from audio signal processing to cybersecurity and generative modeling. Current research focuses on improving the efficiency and adaptability of SIReN-based models, particularly through novel architectures like Local-Global SIRENs for editable implicit neural representations and frequency-tracking methods for robust siren detection. These advancements hold significant promise for enhancing real-time applications such as emergency vehicle detection and improving the reliability and interpretability of machine learning models in various domains.