Below are the abstract, introduction, and conclusion of a computer science research paper. Please summarize the main contribution of the work in a single sentence. Your response should include the summary and no additional text.

Paper text:

We propose a study of the stability of several few-shot learning algorithms subject to variations in the hyper-parameters and optimization schemes while controlling the random seed.  
We propose a methodology for testing for statistical differences in model performances under several replications.
To study this specific design, we attempt to reproduce results from three prominent papers: Matching Nets, Prototypical Networks, and TADAM.
We analyze on the miniImagenet dataset on the standard classification task in the 5-ways, 5-shots learning setting at test time.
We find that the selected implementations exhibit stability across random seed, and repeats.
We propose a study of the stability of several few-shot learning algorithms subject to variations in the hyper-parameters and optimization schemes while controlling the random seed.