1 INTRODUCTION

2 BACKGROUND

3 ADVERSARIAL IMAGES AND ATTACKS

4 DEFENSES AGAINST ADVERSARIAL ATTACKS

5 EXPLANATIONS FOR THE EXISTENCE OF ADVERSARIAL EXAMPLES

6 PRINCIPLES FOR DESIGNING AND EVALUATING DEFENSES

7 DIRECTIONS OF FUTURE WORK

8 FINAL CONSIDERATIONS