A structured survey of private transformer inference, comparing MPC- and HE-based methods and showing non-linear layers dominate overhead.
A pragmatic introduction to secure multi-party computation
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Private Transformer Inference in MLaaS: A Survey
A structured survey of private transformer inference, comparing MPC- and HE-based methods and showing non-linear layers dominate overhead.