Not All Latent Spaces Are Flat: Hyperbolic Concept Control

ArXi:2603.14093v1 Announce Type: cross As modern text-to-image (T2I) models draw closer to synthesizing highly realistic content, the threat of unsafe content generation grows, and it becomes paramount to exercise control. Existing approaches steer these models by applying Euclidean adjustments to text embeddings, redirecting the generation away from unsafe concepts. In this work, we