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syscall2api

This repo contains the code described in the paper "Exploring Syscall-Based Semantics Reconstruction of Android Applications" [1].

Repository structure

aosp-parser-modifier

This directory contains the code responsible for the source-code instrumentation of the Android framework.
Note: aosp-parser-modifier depends on JavaParser

trace-collection

Here you will find scripts to run a set of apps on a device running an instrumented version of Android, and collect mixed API-Syscall traces.
It requires adb to be installed and available in $PATH.

trace-parser

This directory contains python scripts that create the Knowledge-Base (KB) data-structure, by parsing execution traces.

api-reconstruction

This directory contains the scripts that perform various analyses on the KB.
The most important scripts are:

  1. prune_kb.py: removes noise from the KB
  2. remove_empties.py: removes those APIs that do not call any syscall from the KB (helpful to reduce the size of the KB, making other analysis faster)
  3. create_models.py: creates models from the KB
  4. eval_ambiguity.py: measures the ambiguity of the API models (see Section 7.4 in [1])
  5. match_assessment.py: performs the matching algorithm on a list of syscall traces. It also measures the percentage of correct matches and the percentage of the length of the traces that are covered with correct matches.

Dataset

The relevant dataset used in our paper is available here.

References

[1] D. Nisi, A. Bianchi, Y. Fratantonio. "Exploring Syscall-Based Semantics Reconstruction of Android Applications" 22nd International Symposium on Research in Attacks, Intrusions and Defenses