FSL-Mate aggregates academic resources and tooling for few-shot learning, a machine learning approach that enables models to learn from minimal examples. It includes FewShotPapers, a comprehensive tracker of FSL research across top venues, and PaddleFSL, a Python library built on PaddlePaddle for implementing few-shot learning algorithms.