HoloAegis: Frozen Representation, Topological Inference --- Minimally Parametric Safety Manifolds and Their Capability Boundaries for LLM Guardrails
Why it matters:This work addresses critical challenges in LLM safety by providing a method that maintains representation integrity while ensuring efficient decision-making, which is crucial for real-world applications.