Aideen Fay

The Shape of Adversarial Influence: Characterizing LLM Latent Spaces with Persistent Homology

Existing interpretability methods for Large Language Models (LLMs) often fall short by focusing on linear directions or isolated features, overlooking the high-dimensional, nonlinear, and relational geometry within model representations. This study focuses on how adversarial inputs systematically af…