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Sok: Private Transformer-based Model Inference

Authors: Chen, Yuntian;

Sok: Private Transformer-based Model Inference

Abstract

This repository contains all the code and related data used in the experiments of the paper "SoK: Private Transformer-Based Model Inference." As this is a SoK (Systematization of Knowledge) work, all reproducible code is included. For details, please refer to the Markdown (MD) file. 1. `README.md` contains an organization and summary of current PPTI-related papers. 2. `README_artifacte.md` contains a description of the reproducible code for PPTI-related papers. 3. `code4literature` contains the reproducible code. 4. `cryptolib` contains commonly used privacy‑preserving computation implementation libraries (e.g., FHE/MPC, etc.). 5. `imgs` contains the images used in `README.md`.

Related Organizations
Keywords

FHE, MPC, PPTI, Private inderence

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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green