Yongming Liang

Over a third of high-equivalent-width narrow-band emitters harbor active galactic nuclei, pinpointing an elusive population of sub-solar metallicity accretion systems that fall outside standard diagnostic classifications.

Massive early galaxies exhibit boosted Ly$\alpha$ visibility despite possessing properties that typically quench it, proving that dense cosmic neighborhoods carved out the primary ionized bubbles driving late-stage reionization.

Spectroscopic confirmation of four $z \sim 3.4$ protoclusters validates that deep learning can accurately direct targeted telescope follow-up to unearth chemically diverse, extreme cosmic structures.

A self-supervised denoising transformer unlocks a 1.0 magnitude deeper view into the cosmos, revealing previously hidden galaxies and faint structures in JWST and Subaru telescope data.