Ring's Super Bowl ad promoting its'Search Party' feature for finding lost pets backfired, with viewers finding the neighborhood camera surveillance imagery dystopian rather than heartwarming. PCWorld reports the backlash stems from Ring's controversial history of data-sharing with law enforcement and privacy concerns over the AI-powered feature being enabled by default. Many users are actively seeking to disable'Search Party' despite Ring's claims of strong privacy protections and user consent requirements.

LICD has 577 features and labels. The dataset provides several ML research opportunities; we discuss two demonstration experiments.

This perspectiveparallels an earlier phenomenon inthe much better understood field of optimization where convexity has played a preponderant role for both theoretical and methodological advances [Nes04; Bub15].

Our goal is to provide a systematic understanding of the landscape of graph neural networks for knowledge graphs pertaining to the prominent task of link prediction. Our analysis entails a unifying perspective on seemingly unrelated models and unlocks a series of other models.