1 INTRODUCTION

2 OVERVIEW AND FUNDAMENTALS OF FEDERATED LEARNING

3 TECHNIQUES FOR PRIVACY-PRESERVING AGGREGATION

4 PRIVACY-PRESERVING AGGREGATION PROTOCOLS IN FEDERATED LEARNING

5 FEDERATED LEARNING FRAMEWORKS FOR PRIVACY-PRESERVING AGGREGATION

6 CHALLENGES AND FUTURE DIRECTIONS

7 CONCLUSIONS