Zhong-Rui Sun

The Shape of Ownership: Verifying LLM Provenance through Semantic Structures

As large language models (LLMs) are increasingly redistributed, adapted, and served behind opaque APIs, model ownership can no longer be established reliably by inspecting model internals or deployment records. This creates a need for behavioral signatures that remain observable through black-box interaction. Yet most...