CCS Concepts

1 INTRODUCTION

2 PRELIMINARIES ABOUT MLAAS

3 PROPOSED TAXONOMY 3MP
3.1 Brief Introduction to inference attacks
3.2 Taxonomy 3MP

4 INFERENCE ATTACKS IN MLAAS
4.1 Membership inference attacks (MIAs)
4.2 Property Inference Attacks (PIAs)
4.3 Model Inversion Attacks
4.4 Model Extraction Attacks

5 DEFENSE STRATEGY IN MLAAS
5.1 General Defenses
5.2 Targeted Defenses

6 CHALLENGES AND OPPORTUNITIES
6.1 Attack
6.2 Defense

7 CONCLUSION