Batch Size or Negatives? A Selection Rule for Memory-Constrained Recommender Training

Artyom Sabitov, Daniil Volkov, Alexey Zaytsev

Large-scale neural recommender systems are typically trained with a softmax cross-entropy objective over the full item vocabulary. For a typical large number of possible items $K$,…