Not All Latent Spaces Are Flat: Hyperbolic Concept Control
📰 ArXiv cs.AI
Hyperbolic Concept Control introduces a novel mechanism for controlling text-to-image models by applying hyperbolic adjustments to text embeddings
Action Steps
- Understand the limitations of existing Euclidean adjustment approaches
- Apply hyperbolic geometry to text embeddings for more effective control
- Implement parallel transport to redirect generation away from unsafe concepts
- Evaluate the effectiveness of hyperbolic control in preventing unsafe content generation
Who Needs to Know This
AI researchers and engineers working on text-to-image models can benefit from this approach to exercise control over generated content and avoid unsafe concepts
Key Insight
💡 Hyperbolic geometry can be used to improve control over text-to-image models and prevent unsafe content generation
Share This
🚀 Introducing Hyperbolic Concept Control for safer text-to-image models!
Key Takeaways
Hyperbolic Concept Control introduces a novel mechanism for controlling text-to-image models by applying hyperbolic adjustments to text embeddings
Full Article
Title: Not All Latent Spaces Are Flat: Hyperbolic Concept Control
Abstract:
arXiv:2603.14093v3 Announce Type: replace-cross Abstract: 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 introduce hyperbolic control (HyCon): a novel control mechanism based on parallel transport th
Abstract:
arXiv:2603.14093v3 Announce Type: replace-cross Abstract: 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 introduce hyperbolic control (HyCon): a novel control mechanism based on parallel transport th
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