LUNCH: AI for Real-time Transient Classification in Astronomy
Analysis
Key Takeaways
- •LUNCH is a deep-learning framework for real-time classification of high-energy astronomical transients.
- •It operates directly on raw light curves, eliminating the need for feature engineering.
- •Achieves high accuracy with low computational cost.
- •Demonstrates superior performance compared to existing methods.
- •Enables timely triggers for multi-messenger follow-up observations.
“The optimal model achieves 97.23% accuracy when trained on complete energy spectra.”