CCS Concepts:  Computing methodologies  Machine learning ;  Knowledge representation and reasoning .

1 INTRODUCTION
1.1 Motivations and Contributions
1.2 Comparison to Existing Works
1.3 Survey Structure

2 BEYOND THE TRANSDUCTIVE SETTING: A SYSTEMATIC SURVEY
2.1 Methodology
2.2 General Overview
2.3 Few-Shot Learning Link Prediction
2.4 Zero-Shot Learning Link Prediction
2.5 Inductive Link Prediction

3 BEYOND THE TRANSDUCTIVE SETTING: THE CURRENT STATE OF AFFAIRS
3.1 A lack of generalized benchmarks
3.2 A terminological drift for the ILP task
3.3 Towards a better understanding of knowledge-scarce link prediction
3.4 An anchor-based nomenclature for non-transductive link prediction

4 CONCLUSION