Side-by-side comparison · open source
LightGBM vs XGBoost
What we have checked about each, line by line. Every value shows where it came from and when we last confirmed it.
Open Source
LightGBM
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other
Open Source
XGBoost
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more.
Checked facts
Line by line
| Measure | LightGBM | XGBoost |
|---|---|---|
| Latest version | 4.7.0 (for 18 July 2026) | 3.3.1 (for 15 Sept 2026) |
| GitHub stars | 18,814 | 28,795 |
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