I. Introduction

II. Background and Threat Models

III. Status Quo of Backdoor Attacks on WFL

IV. Latest Defense Methodologies Against Backdoor Attacks

V. Performance Evaluation and Comparison

VI. Lessons Learned

VII. Challenges, Open Problems, and Future Research Directions

VIII. Conclusion