ServiceNow Research

Few-shot Learning

TADAM: Task dependent adaptive metric for improved few-shot learning
Few-shot learning has become essential for producing models that generalize from few examples. In this work, we identify that metric …
Synbols: Probing Learning Algorithms with Synthetic Datasets
Progress in the field of machine learning has been fueled by the introduction of benchmark datasets pushing the limits of existing …