LoREnc: Low-Rank Encryption for Securing Foundation Models and LoRA Adapters

Beomjin Ahn, Jungmin Kwon, Chanyong Jung +1

Foundation models and low-rank adapters enable efficient on-device generative AI but raise risks such as intellectual property leakage and model recovery attacks. Existing defenses…