I. Introduction

II. Background

III. Federated Unlearning

IV. Metrics to Assess Unlearning

V. Literature Review of Federated Unlearning Methods

VI. Distilled Lessons Learned

VII. Open Problems and Future Directions

VIII. Conclusions