🛠️ Writing in progress 🛠️

structing knowledge with a safety hierarchy

• general / safe concepts
• specific / unsafe concepts

why Hyperbolic space?

• 유클리드 공간은 깊은 계층관계 표현에 어려움, high distortion
• 하이퍼볼릭 공간은 원점에 거리에 지수적으로 비례해 규모가 증가함, low distortion

hysac : hyperbolic safety-aware CLIP

• safe text < safe image < unsafe text < unsafe image

hyperbolic safety-aware contrastive loss을 통해 contrastive learning, contrastive loss와 entailment loss

hyperbolic entailment cones for hierarchical safety

visual proof : a perfectly structed embedding space

classification and robustness results

navigating space : dynamic safety traversals