Discovering New Strong Gravitational Lenses in the DESI Legacy Imaging Surveys.

We search in the Dark Energy Spectroscopic Instrument Legacy Imaging Surveys for new strong lensing systems by using deep residual neural networks, building on previous work presented in Huang et al. These surveys together cover approximately one third of the sky visible from the northern hemisphere, reaching a z-band magnitude of ~22.5. We compile a training sample that consists of known lensing systems as well as non-lenses in the Legacy Surveys and the Dark Energy Survey. After applying our trained neural networks to the survey data, we visually inspect and rank images with probabilities above a threshold. Here we present 1014 new strong lens candidates.