DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

On the reading lists

• #339 in the Top 500 (2026 edition)
• #23 in Search, retrieval & recommendation (2026 edition)

Why it matters

Combined factorization machines and deep networks to learn low- and high-order interactions.

Condensed from the expert lists' notes.

The record

First released

2017 (from arXiv 1703.04247)

Citations

3,251 citations, as counted by Papers With Code (CC BY-SA 4.0)

Named by

both expert lists

Score

0.417 · computed rank 339 · consensus 0.44, must-read 0, citations percentile 0.815 (2010s · retrieval), awards 0, existing lists 0. Method