Semantically Constrained Memory Allocation (SCMA) for Embedding in Efficient Recommendation Systems

1 code implementation • 24 Feb 2021 • Aditya Desai, Yanzhou Pan, Kuangyuan Sun, Li Chou, Anshumali Shrivastava

In particular, our LMA embeddings achieve the same performance compared to standard embeddings with a 16$\times$ reduction in memory footprint.

Recommendation Systems