Kuaishou Tech

Mar 22, 2021 · Artificial Intelligence

Unified Model Compression Framework (UMEC) for Efficient Recommendation Systems

The paper introduces UMEC, a unified model compression framework that jointly optimizes feature embedding and prediction modules under resource constraints, achieving up to three‑fold compression of recommendation models without sacrificing accuracy, and demonstrates superior performance on multiple benchmark datasets.