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cs.LG2026
Beyond Linear Concepts: Discovering and Aligning Non-Linear Concept Manifolds in Large Language Models
Tido Specht, Elias Benedict Krey, Nils Neukirch +1
Understanding information processing in large language models (LLMs) requires dissecting the geometric organization of their internal token representations. While existing mechanis…
cs.LG2026
How Far Does a Shared Linear Map Go? Probing Feature-Space Manipulability for Image Editing
Elias B. Krey, Elias Krey, Nils Neukirch +1
Understanding how image-space transformations manifest in a model's internal representations is a longstanding goal in representation analysis. Prior work has shown that geometric…