AIBullisharXiv – CS AI · 14h ago6/10
🧠
DELOS: Detecting Shallow Transits in Kepler Photometry Using a Contrastive-Learning Framework
Researchers introduce DELOS, a contrastive-learning framework that detects shallow exoplanet transits in Kepler photometry data with 99.3% validation accuracy. The system outperforms existing detection methods (BLS and TLS) by 15.5% and 11.25% respectively in low signal-to-noise conditions while running 3-80x faster, enabling more efficient searches for terrestrial planets in long-period orbits.