Not to Break, but to Attest: Adversarial Probes for Privacy-Preserving LLM Verification

Cameron Wilding, Mina Shaker, Fatemeh Ganji

Post-deployment changes to large language models can alter behavior while leaving routine outputs largely unchanged, creating a challenge for AI governance when model weights are p…