LoREnc secures foundation models and adapters by truncating dominant low-rank components and compensating only in authorized adapters, causing unauthorized outputs to collapse while authorized performance remains exact.
Groupcover: A secure, efficient and scal- able inference framework for on-device model protection based on tees
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LoREnc: Low-Rank Encryption for Securing Foundation Models and LoRA Adapters
LoREnc secures foundation models and adapters by truncating dominant low-rank components and compensating only in authorized adapters, causing unauthorized outputs to collapse while authorized performance remains exact.